This repository mainly includes related papers and their BibTex for software defect prediction (security vulnerability prediction or change-proneness prediction).

This repository is maintained by Xiang Chen

If any of your paper is missed, please let us know. Email: xchencs at ntu dot edu dot cn

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AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
Özakıncı, R. and Tarhan, A. Early software defect prediction: a systematic map and review 2018 Journal of Systems and Software
Vol. 144, pp. 216-239 
article  
BibTeX:
@article{ozakinci2018early,
  author = {Özakıncı, Rana and Tarhan, Ayça},
  title = {Early software defect prediction: a systematic map and review},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2018},
  volume = {144},
  pages = {216--239}
}
Öztürk, M.M. Which type of metrics are useful to deal with class imbalance in software defect prediction? 2017 Information and Software Technology
Vol. 92, pp. 17-29 
article  
BibTeX:
@article{ozturk2017type,
  author = {Öztürk, Muhammed Maruf},
  title = {Which type of metrics are useful to deal with class imbalance in software defect prediction?},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2017},
  volume = {92},
  pages = {17--29}
}
Agrawal, A., Fu, W., Chen, D., Shen, X. and Menzies, T. How to" DODGE" Complex Software Analytics? 2019 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{agrawal2019dodge,
  author = {Agrawal, Amritanshu and Fu, Wei and Chen, Di and Shen, Xipeng and Menzies, Tim},
  title = {How to" DODGE" Complex Software Analytics?},
  journal = {IEEE Transactions on Software Engineering},
  year = {2019}
}
Agrawal, A. and Menzies, T. Is better data better than better data miners?: on the benefits of tuning smote for defect prediction 2018 Proceedings of the 40th International Conference on Software engineering, pp. 1050-1061  inproceedings  
BibTeX:
@inproceedings{agrawal2018better,
  author = {Agrawal, Amritanshu and Menzies, Tim},
  title = {Is better data better than better data miners?: on the benefits of tuning smote for defect prediction},
  booktitle = {Proceedings of the 40th International Conference on Software engineering},
  year = {2018},
  pages = {1050--1061}
}
Al Dallal, J. and Morasca, S. Investigating the impact of fault data completeness over time on predicting class fault-proneness 2018 Information and Software Technology
Vol. 95, pp. 86-105 
article  
BibTeX:
@article{al2018investigating,
  author = {Al Dallal, Jehad and Morasca, Sandro},
  title = {Investigating the impact of fault data completeness over time on predicting class fault-proneness},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2018},
  volume = {95},
  pages = {86--105}
}
Altinger, H., Herbold, S., Schneemann, F., Grabowski, J. and Wotawa, F. Performance tuning for automotive software fault prediction 2017 Proceedings of 2017 IEEE 24th International Conference on Software Analysis, Evolution and Reengineering, pp. 526-530  inproceedings  
BibTeX:
@inproceedings{altinger2017performance,
  author = {Altinger, Harald and Herbold, Steffen and Schneemann, Friederike and Grabowski, Jens and Wotawa, Franz},
  title = {Performance tuning for automotive software fault prediction},
  booktitle = {Proceedings of 2017 IEEE 24th International Conference on Software Analysis, Evolution and Reengineering},
  year = {2017},
  pages = {526--530}
}
Amasaki, S. On Applicability of Cross-project Defect Prediction Method for Multi-Versions Projects 2017 Proceedings of the 13th International Conference on Predictive Models and Data Analytics in Software Engineering, pp. 93-96  inproceedings  
BibTeX:
@inproceedings{amasaki2017applicability,
  author = {Amasaki, Sousuke},
  title = {On Applicability of Cross-project Defect Prediction Method for Multi-Versions Projects},
  booktitle = {Proceedings of the 13th International Conference on Predictive Models and Data Analytics in Software Engineering},
  year = {2017},
  pages = {93--96}
}
Amasaki, S. Cross-Version Defect Prediction using Cross-Project Defect Prediction Approaches: Does it work? 2018 Proceedings of the 14th International Conference on Predictive Models and Data Analytics in Software Engineering, pp. 32-41  inproceedings  
BibTeX:
@inproceedings{amasaki2018cross,
  author = {Amasaki, Sousuke},
  title = {Cross-Version Defect Prediction using Cross-Project Defect Prediction Approaches: Does it work?},
  booktitle = {Proceedings of the 14th International Conference on Predictive Models and Data Analytics in Software Engineering},
  year = {2018},
  pages = {32--41}
}
Amasaki, S., Yokogawa, T. and Aman, H. Applying Cross Project Defect Prediction Approaches to Cross-Company Effort Estimation 2019 Proceedings of the Fifteenth International Conference on Predictive Models and Data Analytics in Software Engineering, pp. 76-79  inproceedings  
BibTeX:
@inproceedings{amasaki2019applying,
  author = {Amasaki, Sousuke and Yokogawa, Tomoyuki and Aman, Hirohisa},
  title = {Applying Cross Project Defect Prediction Approaches to Cross-Company Effort Estimation},
  booktitle = {Proceedings of the Fifteenth International Conference on Predictive Models and Data Analytics in Software Engineering},
  year = {2019},
  pages = {76--79}
}
Amasaki, S., Yokogawa, T. and Aman, H. Towards Better Effort Estimation with Cross-Project Defect Prediction Approaches 2019 Proceedings of the Evaluation and Assessment on Software Engineering, pp. 357-360  inproceedings  
BibTeX:
@inproceedings{amasaki2019towards,
  author = {Amasaki, Sousuke and Yokogawa, Tomoyuki and Aman, Hirohisa},
  title = {Towards Better Effort Estimation with Cross-Project Defect Prediction Approaches},
  booktitle = {Proceedings of the Evaluation and Assessment on Software Engineering},
  year = {2019},
  pages = {357--360}
}
Andreou, A.S. and Chatzis, S.P. Software defect prediction using doubly stochastic Poisson processes driven by stochastic belief networks 2016 Journal of Systems and Software
Vol. 122, pp. 72-82 
article  
BibTeX:
@article{andreou2016software,
  author = {Andreou, Andreas S and Chatzis, Sotirios P},
  title = {Software defect prediction using doubly stochastic Poisson processes driven by stochastic belief networks},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2016},
  volume = {122},
  pages = {72--82}
}
Arisholm, E., Briand, L.C. and Johannessen, E.B. A systematic and comprehensive investigation of methods to build and evaluate fault prediction models 2010 Journal of Systems and Software
Vol. 83(1), pp. 2-17 
article  
BibTeX:
@article{arisholm2010systematic,
  author = {Arisholm, Erik and Briand, Lionel C and Johannessen, Eivind B},
  title = {A systematic and comprehensive investigation of methods to build and evaluate fault prediction models},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2010},
  volume = {83},
  number = {1},
  pages = {2--17}
}
Arvanitou, E.-M., Ampatzoglou, A., Chatzigeorgiou, A. and Avgeriou, P. A method for assessing class change proneness 2017 Proceedings of the 21st International Conference on Evaluation and Assessment in Software Engineering, pp. 186-195  inproceedings  
BibTeX:
@inproceedings{arvanitou2017method,
  author = {Arvanitou, Elvira-Maria and Ampatzoglou, Apostolos and Chatzigeorgiou, Alexander and Avgeriou, Paris},
  title = {A method for assessing class change proneness},
  booktitle = {Proceedings of the 21st International Conference on Evaluation and Assessment in Software Engineering},
  year = {2017},
  pages = {186--195}
}
Bachmann, A., Bird, C., Rahman, F., Devanbu, P. and Bernstein, A. The missing links: bugs and bug-fix commits 2010 Proceedings of the eighteenth ACM SIGSOFT International Symposium on Foundations of Software Engineering, pp. 97-106  inproceedings  
BibTeX:
@inproceedings{bachmann2010missing,
  author = {Bachmann, Adrian and Bird, Christian and Rahman, Foyzur and Devanbu, Premkumar and Bernstein, Abraham},
  title = {The missing links: bugs and bug-fix commits},
  booktitle = {Proceedings of the eighteenth ACM SIGSOFT International Symposium on Foundations of Software Engineering},
  year = {2010},
  pages = {97--106}
}
Basili, V.R., Briand, L.C. and Melo, W.L. A validation of object-oriented design metrics as quality indicators 1996 IEEE Transactions on software engineering
Vol. 22(10), pp. 751-761 
article  
BibTeX:
@article{basili1996validation,
  author = {Basili, Victor R and Briand, Lionel C. and Melo, Walcélio L},
  title = {A validation of object-oriented design metrics as quality indicators},
  journal = {IEEE Transactions on software engineering},
  publisher = {IEEE},
  year = {1996},
  volume = {22},
  number = {10},
  pages = {751--761}
}
Bavota, G., Linares-Vasquez, M., Bernal-Cardenas, C.E., Di Penta, M., Oliveto, R. and Poshyvanyk, D. The impact of api change-and fault-proneness on the user ratings of android apps 2014 IEEE Transactions on Software Engineering
Vol. 41(4), pp. 384-407 
article  
BibTeX:
@article{bavota2014impact,
  author = {Bavota, Gabriele and Linares-Vasquez, Mario and Bernal-Cardenas, Carlos Eduardo and Di Penta, Massimiliano and Oliveto, Rocco and Poshyvanyk, Denys},
  title = {The impact of api change-and fault-proneness on the user ratings of android apps},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2014},
  volume = {41},
  number = {4},
  pages = {384--407}
}
Bell, R.M., Ostrand, T.J. and Weyuker, E.J. The limited impact of individual developer data on software defect prediction 2013 Empirical Software Engineering
Vol. 18(3), pp. 478-505 
article  
BibTeX:
@article{bell2013limited,
  author = {Bell, Robert M and Ostrand, Thomas J and Weyuker, Elaine J},
  title = {The limited impact of individual developer data on software defect prediction},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2013},
  volume = {18},
  number = {3},
  pages = {478--505}
}
Bennin, K.E., Keung, J., Monden, A., Kamei, Y. and Ubayashi, N. Investigating the effects of balanced training and testing datasets on effort-aware fault prediction models 2016
Vol. 1Proceedings of 2016 IEEE 40th annual Computer software and applications conference, pp. 154-163 
inproceedings  
BibTeX:
@inproceedings{bennin2016investigating,
  author = {Bennin, Kwabena Ebo and Keung, Jacky and Monden, Akito and Kamei, Yasutaka and Ubayashi, Naoyasu},
  title = {Investigating the effects of balanced training and testing datasets on effort-aware fault prediction models},
  booktitle = {Proceedings of 2016 IEEE 40th annual Computer software and applications conference},
  year = {2016},
  volume = {1},
  pages = {154--163}
}
Bennin, K.E., Keung, J., Phannachitta, P., Monden, A. and Mensah, S. Mahakil: Diversity based oversampling approach to alleviate the class imbalance issue in software defect prediction 2017 IEEE Transactions on Software Engineering
Vol. 44(6), pp. 534-550 
article  
BibTeX:
@article{bennin2017mahakil,
  author = {Bennin, Kwabena Ebo and Keung, Jacky and Phannachitta, Passakorn and Monden, Akito and Mensah, Solomon},
  title = {Mahakil: Diversity based oversampling approach to alleviate the class imbalance issue in software defect prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2017},
  volume = {44},
  number = {6},
  pages = {534--550}
}
Bennin, K.E., Keung, J.W. and Monden, A. On the relative value of data resampling approaches for software defect prediction 2019 Empirical Software Engineering
Vol. 24(2), pp. 602-636 
article  
BibTeX:
@article{bennin2019relative,
  author = {Bennin, Kwabena Ebo and Keung, Jacky W and Monden, Akito},
  title = {On the relative value of data resampling approaches for software defect prediction},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2019},
  volume = {24},
  number = {2},
  pages = {602--636}
}
Bennin, K.E., Toda, K., Kamei, Y., Keung, J., Monden, A. and Ubayashi, N. Empirical evaluation of cross-release effort-aware defect prediction models 2016 Proceedings of the 2016 IEEE International Conference on Software Quality, Reliability and Security, pp. 214-221  inproceedings  
BibTeX:
@inproceedings{bennin2016empirical,
  author = {Bennin, Kwabena Ebo and Toda, Koji and Kamei, Yasutaka and Keung, Jacky and Monden, Akito and Ubayashi, Naoyasu},
  title = {Empirical evaluation of cross-release effort-aware defect prediction models},
  booktitle = {Proceedings of the 2016 IEEE International Conference on Software Quality, Reliability and Security},
  year = {2016},
  pages = {214--221}
}
Bettenburg, N., Nagappan, M. and Hassan, A.E. Think locally, act globally: Improving defect and effort prediction models 2012 Proceedings of the 2012 9th IEEE Working Conference on Mining Software Repositories, pp. 60-69  inproceedings  
BibTeX:
@inproceedings{bettenburg2012think,
  author = {Bettenburg, Nicolas and Nagappan, Meiyappan and Hassan, Ahmed E},
  title = {Think locally, act globally: Improving defect and effort prediction models},
  booktitle = {Proceedings of the 2012 9th IEEE Working Conference on Mining Software Repositories},
  year = {2012},
  pages = {60--69}
}
Bettenburg, N., Nagappan, M. and Hassan, A.E. Towards improving statistical modeling of software engineering data: think locally, act globally! 2015 Empirical Software Engineering
Vol. 20(2), pp. 294-335 
article  
BibTeX:
@article{bettenburg2015towards,
  author = {Bettenburg, Nicolas and Nagappan, Meiyappan and Hassan, Ahmed E},
  title = {Towards improving statistical modeling of software engineering data: think locally, act globally!},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2015},
  volume = {20},
  number = {2},
  pages = {294--335}
}
Bin, Y., Zhou, K., Lu, H., Zhou, Y. and Xu, B. Training data selection for cross-project defection prediction: which approach is better? 2017 Proceedings of the 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 354-363  inproceedings  
BibTeX:
@inproceedings{bin2017training,
  author = {Bin, Yi and Zhou, Kai and Lu, Hongmin and Zhou, Yuming and Xu, Baowen},
  title = {Training data selection for cross-project defection prediction: which approach is better?},
  booktitle = {Proceedings of the 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement},
  year = {2017},
  pages = {354--363}
}
Binkley, D., Feild, H., Lawrie, D. and Pighin, M. Increasing diversity: Natural language measures for software fault prediction 2009 Journal of Systems and Software
Vol. 82(11), pp. 1793-1803 
article  
BibTeX:
@article{binkley2009increasing,
  author = {Binkley, David and Feild, Henry and Lawrie, Dawn and Pighin, Maurizio},
  title = {Increasing diversity: Natural language measures for software fault prediction},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2009},
  volume = {82},
  number = {11},
  pages = {1793--1803}
}
Bird, C., Bachmann, A., Aune, E., Duffy, J., Bernstein, A., Filkov, V. and Devanbu, P. Fair and balanced?: bias in bug-fix datasets 2009 Proceedings of the the 7th joint meeting of the European software engineering conference and the ACM SIGSOFT symposium on The foundations of software engineering, pp. 121-130  inproceedings  
BibTeX:
@inproceedings{bird2009fair,
  author = {Bird, Christian and Bachmann, Adrian and Aune, Eirik and Duffy, John and Bernstein, Abraham and Filkov, Vladimir and Devanbu, Premkumar},
  title = {Fair and balanced?: bias in bug-fix datasets},
  booktitle = {Proceedings of the the 7th joint meeting of the European software engineering conference and the ACM SIGSOFT symposium on The foundations of software engineering},
  year = {2009},
  pages = {121--130}
}
Bird, C., Nagappan, N., Devanbu, P., Gall, H. and Murphy, B. Does distributed development affect software quality? An empirical case study of Windows Vista 2009 Proceedings of the 31st International Conference on Software Engineering, pp. 518-528  inproceedings  
BibTeX:
@inproceedings{bird2009does,
  author = {Bird, Christian and Nagappan, Nachiappan and Devanbu, Premkumar and Gall, Harald and Murphy, Brendan},
  title = {Does distributed development affect software quality? An empirical case study of Windows Vista},
  booktitle = {Proceedings of the 31st International Conference on Software Engineering},
  year = {2009},
  pages = {518--528}
}
Bird, C., Nagappan, N., Gall, H., Murphy, B. and Devanbu, P. Putting it all together: Using socio-technical networks to predict failures 2009 Proceedings of 2009 20th International Symposium on Software Reliability Engineering, pp. 109-119  inproceedings  
BibTeX:
@inproceedings{bird2009putting,
  author = {Bird, Christian and Nagappan, Nachiappan and Gall, Harald and Murphy, Brendan and Devanbu, Premkumar},
  title = {Putting it all together: Using socio-technical networks to predict failures},
  booktitle = {Proceedings of 2009 20th International Symposium on Software Reliability Engineering},
  year = {2009},
  pages = {109--119}
}
Bird, C., Nagappan, N., Murphy, B., Gall, H. and Devanbu, P. Don't touch my code!: examining the effects of ownership on software quality 2011 Proceedings of the 19th ACM SIGSOFT symposium and the 13th European conference on Foundations of software engineering, pp. 4-14  inproceedings  
BibTeX:
@inproceedings{bird2011don,
  author = {Bird, Christian and Nagappan, Nachiappan and Murphy, Brendan and Gall, Harald and Devanbu, Premkumar},
  title = {Don't touch my code!: examining the effects of ownership on software quality},
  booktitle = {Proceedings of the 19th ACM SIGSOFT symposium and the 13th European conference on Foundations of software engineering},
  year = {2011},
  pages = {4--14}
}
Boucher, A. and Badri, M. Software metrics thresholds calculation techniques to predict fault-proneness: An empirical comparison 2018 Information and Software Technology
Vol. 96, pp. 38-67 
article  
BibTeX:
@article{boucher2018software,
  author = {Boucher, Alexandre and Badri, Mourad},
  title = {Software metrics thresholds calculation techniques to predict fault-proneness: An empirical comparison},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2018},
  volume = {96},
  pages = {38--67}
}
Bowes, D., Counsell, S., Hall, T., Petric, J. and Shippey, T. Getting defect prediction into industrial practice: the elff tool 2017 Proceedings of 2017 IEEE International Symposium on Software Reliability Engineering Workshops, pp. 44-47  inproceedings  
BibTeX:
@inproceedings{bowes2017getting,
  author = {Bowes, David and Counsell, Steve and Hall, Tracy and Petric, Jean and Shippey, Thomas},
  title = {Getting defect prediction into industrial practice: the elff tool},
  booktitle = {Proceedings of 2017 IEEE International Symposium on Software Reliability Engineering Workshops},
  year = {2017},
  pages = {44--47}
}
Bowes, D., Hall, T. and Gray, D. DConfusion: a technique to allow cross study performance evaluation of fault prediction studies 2014 Automated Software Engineering
Vol. 21(2), pp. 287-313 
article  
BibTeX:
@article{bowes2014dconfusion,
  author = {Bowes, David and Hall, Tracy and Gray, David},
  title = {DConfusion: a technique to allow cross study performance evaluation of fault prediction studies},
  journal = {Automated Software Engineering},
  publisher = {Springer},
  year = {2014},
  volume = {21},
  number = {2},
  pages = {287--313}
}
Bowes, D., Hall, T., Harman, M., Jia, Y., Sarro, F. and Wu, F. Mutation-aware fault prediction 2016 Proceedings of the 25th International Symposium on Software Testing and Analysis, pp. 330-341  inproceedings  
BibTeX:
@inproceedings{bowes2016mutation,
  author = {Bowes, David and Hall, Tracy and Harman, Mark and Jia, Yue and Sarro, Federica and Wu, Fan},
  title = {Mutation-aware fault prediction},
  booktitle = {Proceedings of the 25th International Symposium on Software Testing and Analysis},
  year = {2016},
  pages = {330--341}
}
Bowes, D., Hall, T. and Petrić, J. Different classifiers find different defects although with different level of consistency 2015 Proceedings of the 11th International Conference on Predictive Models and Data Analytics in Software Engineering, pp. 3  inproceedings  
BibTeX:
@inproceedings{bowes2015different,
  author = {Bowes, David and Hall, Tracy and Petrić, Jean},
  title = {Different classifiers find different defects although with different level of consistency},
  booktitle = {Proceedings of the 11th International Conference on Predictive Models and Data Analytics in Software Engineering},
  year = {2015},
  pages = {3}
}
Bowes, D., Hall, T. and Petrić, J. Software defect prediction: do different classifiers find the same defects? 2018 Software Quality Journal
Vol. 26(2), pp. 525-552 
article  
BibTeX:
@article{bowes2018software,
  author = {Bowes, David and Hall, Tracy and Petrić, Jean},
  title = {Software defect prediction: do different classifiers find the same defects?},
  journal = {Software Quality Journal},
  publisher = {Springer},
  year = {2018},
  volume = {26},
  number = {2},
  pages = {525--552}
}
Briand, L.C., Melo, W.L. and Wust, J. Assessing the applicability of fault-proneness models across object-oriented software projects 2002 IEEE transactions on Software Engineering
Vol. 28(7), pp. 706-720 
article  
BibTeX:
@article{Briand2002,
  author = {Briand, Lionel C and Melo, Walcelio L. and Wust, Jurgen},
  title = {Assessing the applicability of fault-proneness models across object-oriented software projects},
  journal = {IEEE transactions on Software Engineering},
  publisher = {IEEE},
  year = {2002},
  volume = {28},
  number = {7},
  pages = {706--720}
}
Cabral, G.G., Minku, L.L., Shihab, E. and Mujahid, S. Class imbalance evolution and verification latency in just-in-time software defect prediction 2019 Proceedings of the 41st International Conference on Software Engineering, pp. 666-676  inproceedings  
BibTeX:
@inproceedings{cabral2019class,
  author = {Cabral, George G and Minku, Leandro L and Shihab, Emad and Mujahid, Suhaib},
  title = {Class imbalance evolution and verification latency in just-in-time software defect prediction},
  booktitle = {Proceedings of the 41st International Conference on Software Engineering},
  year = {2019},
  pages = {666--676}
}
Caglayan, B., Turhan, B., Bener, A., Habayeb, M., Miransky, A. and Cialini, E. Merits of organizational metrics in defect prediction: an industrial replication 2015 Proceedings of the 37th International Conference on Software Engineering, pp. 89-98  inproceedings  
BibTeX:
@inproceedings{caglayan2015merits,
  author = {Caglayan, Bora and Turhan, Burak and Bener, Ayse and Habayeb, Mayy and Miransky, Andriy and Cialini, Enzo},
  title = {Merits of organizational metrics in defect prediction: an industrial replication},
  booktitle = {Proceedings of the 37th International Conference on Software Engineering},
  year = {2015},
  pages = {89--98}
}
Camargo Cruz, A.E. and Ochimizu, K. Towards logistic regression models for predicting fault-prone code across software projects 2009 Proceedings of the 2009 3rd International Symposium on Empirical Software Engineering and Measurement, pp. 460-463  inproceedings  
BibTeX:
@inproceedings{camargo2009towards,
  author = {Camargo Cruz, Ana Erika and Ochimizu, Koichiro},
  title = {Towards logistic regression models for predicting fault-prone code across software projects},
  booktitle = {Proceedings of the 2009 3rd International Symposium on Empirical Software Engineering and Measurement},
  year = {2009},
  pages = {460--463}
}
Canfora, G., De Lucia, A., Di Penta, M., Oliveto, R., Panichella, A. and Panichella, S. Multi-objective cross-project defect prediction 2013 Proceedings of the 2013 IEEE Sixth International Conference on Software Testing, Verification and Validation, pp. 252-261  inproceedings  
BibTeX:
@inproceedings{canfora2013multi,
  author = {Canfora, Gerardo and De Lucia, Andrea and Di Penta, Massimiliano and Oliveto, Rocco and Panichella, Annibale and Panichella, Sebastiano},
  title = {Multi-objective cross-project defect prediction},
  booktitle = {Proceedings of the 2013 IEEE Sixth International Conference on Software Testing, Verification and Validation},
  year = {2013},
  pages = {252--261}
}
Canfora, G., Lucia, A.D., Penta, M.D., Oliveto, R., Panichella, A. and Panichella, S. Defect prediction as a multiobjective optimization problem 2015 Software Testing, Verification and Reliability
Vol. 25(4), pp. 426-459 
article  
BibTeX:
@article{canfora2015defect,
  author = {Canfora, Gerardo and Lucia, Andrea De and Penta, Massimiliano Di and Oliveto, Rocco and Panichella, Annibale and Panichella, Sebastiano},
  title = {Defect prediction as a multiobjective optimization problem},
  journal = {Software Testing, Verification and Reliability},
  publisher = {Wiley Online Library},
  year = {2015},
  volume = {25},
  number = {4},
  pages = {426--459}
}
Chen, D., Fu, W., Krishna, R. and Menzies, T. Applications of psychological science for actionable analytics 2018 Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering, pp. 456-467  inproceedings  
BibTeX:
@inproceedings{chen2018applications,
  author = {Chen, Di and Fu, Wei and Krishna, Rahul and Menzies, Tim},
  title = {Applications of psychological science for actionable analytics},
  booktitle = {Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering},
  year = {2018},
  pages = {456--467}
}
Chen, J., Liu, S., Liu, W., Chen, X., Gu, Q. and Chen, D. A two-stage data preprocessing approach for software fault prediction 2014 Proceedings of 2014 Eighth International Conference on Software Security and Reliability, pp. 20-29  inproceedings  
BibTeX:
@inproceedings{chen2014two,
  author = {Chen, Jiaqiang and Liu, Shulong and Liu, Wangshu and Chen, Xiang and Gu, Qing and Chen, Daoxu},
  title = {A two-stage data preprocessing approach for software fault prediction},
  booktitle = {Proceedings of 2014 Eighth International Conference on Software Security and Reliability},
  year = {2014},
  pages = {20--29}
}
Chen, L., Fang, B., Shang, Z. and Tang, Y. Negative samples reduction in cross-company software defects prediction 2015 Information and Software Technology
Vol. 62, pp. 67-77 
article  
BibTeX:
@article{chen2015negative,
  author = {Chen, Lin and Fang, Bin and Shang, Zhaowei and Tang, Yuanyan},
  title = {Negative samples reduction in cross-company software defects prediction},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2015},
  volume = {62},
  pages = {67--77}
}
Chen, L., Fang, B., Shang, Z. and Tang, Y. Tackling class overlap and imbalance problems in software defect prediction 2018 Software Quality Journal
Vol. 26(1), pp. 97-125 
article  
BibTeX:
@article{chen2018tackling,
  author = {Chen, Lin and Fang, Bin and Shang, Zhaowei and Tang, Yuanyan},
  title = {Tackling class overlap and imbalance problems in software defect prediction},
  journal = {Software Quality Journal},
  publisher = {Springer},
  year = {2018},
  volume = {26},
  number = {1},
  pages = {97--125}
}
Chen, L., Ma, W., Zhou, Y., Xu, L., Wang, Z., Chen, Z. and Xu, B. Empirical analysis of network measures for predicting high severity software faults 2016 Science China Information Sciences
Vol. 59(12), pp. 122901 
article  
BibTeX:
@article{chen2016empirical,
  author = {Chen, Lin and Ma, Wanwangying and Zhou, Yuming and Xu, Lei and Wang, Ziyuan and Chen, Zhifei and Xu, Baowen},
  title = {Empirical analysis of network measures for predicting high severity software faults},
  journal = {Science China Information Sciences},
  publisher = {Springer},
  year = {2016},
  volume = {59},
  number = {12},
  pages = {122901}
}
Chen, X., Mu, Y., Qu, Y., Ni, C., Liu, M., He, T. and Liu, S. Do Different Cross-project Defect Prediction Methods Identify the Same Defective Modules? 2019 Journal of Software: Evolution and Process  article  
BibTeX:
@article{Chen:JSEP2019,
  author = {Xiang Chen and Yanzhou Mu and Yubin Qu and Chao Ni and Meng Liu and Tong He and Shangqing Liu},
  title = {Do Different Cross-project Defect Prediction Methods Identify the Same Defective Modules?},
  journal = {Journal of Software: Evolution and Process},
  year = {2019}
}
Chen, X., Zhang, D., Cui, Z.-Q., Gu, Q. and Ju, X.-L. DP-Share: Privacy-Preserving Software Defect Prediction Model Sharing Through Differential Privacy 2019 Journal of Computer Science and Technology
Vol. 34(5), pp. 1020-1038 
article  
BibTeX:
@article{chen2019dp,
  author = {Chen, Xiang and Zhang, Dun and Cui, Zhan-Qi and Gu, Qing and Ju, Xiao-Lin},
  title = {DP-Share: Privacy-Preserving Software Defect Prediction Model Sharing Through Differential Privacy},
  journal = {Journal of Computer Science and Technology},
  publisher = {Springer},
  year = {2019},
  volume = {34},
  number = {5},
  pages = {1020--1038}
}
Chen, X., Zhang, D., Zhao, Y., Cui, Z. and Ni, C. Software defect number prediction: Unsupervised vs supervised methods 2019 Information and Software Technology
Vol. 106, pp. 161-181 
article  
BibTeX:
@article{chen2019software,
  author = {Chen, Xiang and Zhang, Dun and Zhao, Yingquan and Cui, Zhanqi and Ni, Chao},
  title = {Software defect number prediction: Unsupervised vs supervised methods},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2019},
  volume = {106},
  pages = {161--181}
}
Chen, X., Zhao, Y., Cui, Z., Meng, G., Liu, Y. and Wang, Z. Large-Scale Empirical Studies on Effort-Aware Security Vulnerability Prediction Methods 2019 IEEE Transactions on Reliability  article  
BibTeX:
@article{chen2019large,
  author = {Chen, Xiang and Zhao, Yingquan and Cui, Zhanqi and Meng, Guozhu and Liu, Yang and Wang, Zan},
  title = {Large-Scale Empirical Studies on Effort-Aware Security Vulnerability Prediction Methods},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2019}
}
Chen, X., Zhao, Y., Wang, Q. and Yuan, Z. MULTI: Multi-objective effort-aware just-in-time software defect prediction 2018 Information and Software Technology
Vol. 93, pp. 1-13 
article  
BibTeX:
@article{chen2018multi,
  author = {Chen, Xiang and Zhao, Yingquan and Wang, Qiuping and Yuan, Zhidan},
  title = {MULTI: Multi-objective effort-aware just-in-time software defect prediction},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2018},
  volume = {93},
  pages = {1--13}
}
Chowdhury, I. and Zulkernine, M. Using complexity, coupling, and cohesion metrics as early indicators of vulnerabilities 2011 Journal of Systems Architecture
Vol. 57(3), pp. 294-313 
article  
BibTeX:
@article{chowdhury2011using,
  author = {Chowdhury, Istehad and Zulkernine, Mohammad},
  title = {Using complexity, coupling, and cohesion metrics as early indicators of vulnerabilities},
  journal = {Journal of Systems Architecture},
  publisher = {Elsevier},
  year = {2011},
  volume = {57},
  number = {3},
  pages = {294--313}
}
Czerwonka, J., Das, R., Nagappan, N., Tarvo, A. and Teterev, A. Crane: Failure prediction, change analysis and test prioritization in practice--experiences from windows 2011 Proceedings of 2011 Fourth IEEE International Conference on Software Testing, Verification and Validation, pp. 357-366  inproceedings  
BibTeX:
@inproceedings{czerwonka2011crane,
  author = {Czerwonka, Jacek and Das, Rajiv and Nagappan, Nachiappan and Tarvo, Alex and Teterev, Alex},
  title = {Crane: Failure prediction, change analysis and test prioritization in practice--experiences from windows},
  booktitle = {Proceedings of 2011 Fourth IEEE International Conference on Software Testing, Verification and Validation},
  year = {2011},
  pages = {357--366}
}
D'Ambros, M., Lanza, M. and Robbes, R. On the relationship between change coupling and software defects 2009 Proceedings of 2009 16th Working Conference on Reverse Engineering, pp. 135-144  inproceedings  
BibTeX:
@inproceedings{d2009relationship,
  author = {D'Ambros, Marco and Lanza, Michele and Robbes, Romain},
  title = {On the relationship between change coupling and software defects},
  booktitle = {Proceedings of 2009 16th Working Conference on Reverse Engineering},
  year = {2009},
  pages = {135--144}
}
D'Ambros, M., Lanza, M. and Robbes, R. An extensive comparison of bug prediction approaches 2010 Proceedings of 2010 7th IEEE Working Conference on Mining Software Repositories, pp. 31-41  inproceedings  
BibTeX:
@inproceedings{d2010extensive,
  author = {D'Ambros, Marco and Lanza, Michele and Robbes, Romain},
  title = {An extensive comparison of bug prediction approaches},
  booktitle = {Proceedings of 2010 7th IEEE Working Conference on Mining Software Repositories},
  year = {2010},
  pages = {31--41}
}
Da Costa, D.A., McIntosh, S., Shang, W., Kulesza, U., Coelho, R. and Hassan, A.E. A framework for evaluating the results of the szz approach for identifying bug-introducing changes 2016 IEEE Transactions on Software Engineering
Vol. 43(7), pp. 641-657 
article  
BibTeX:
@article{da2016framework,
  author = {Da Costa, Daniel Alencar and McIntosh, Shane and Shang, Weiyi and Kulesza, Uirá and Coelho, Roberta and Hassan, Ahmed E},
  title = {A framework for evaluating the results of the szz approach for identifying bug-introducing changes},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2016},
  volume = {43},
  number = {7},
  pages = {641--657}
}
Dam, H.K., Pham, T., Ng, S.W., Tran, T., Grundy, J., Ghose, A., Kim, T. and Kim, C.-J. Lessons learned from using a deep tree-based model for software defect prediction in practice 2019 Proceedings of the 16th International Conference on Mining Software Repositories, pp. 46-57  inproceedings  
BibTeX:
@inproceedings{dam2019lessons,
  author = {Dam, Hoa Khanh and Pham, Trang and Ng, Shien Wee and Tran, Truyen and Grundy, John and Ghose, Aditya and Kim, Taeksu and Kim, Chul-Joo},
  title = {Lessons learned from using a deep tree-based model for software defect prediction in practice},
  booktitle = {Proceedings of the 16th International Conference on Mining Software Repositories},
  year = {2019},
  pages = {46--57}
}
Dam, H.K., Tran, T., Pham, T.T.M., Ng, S.W., Grundy, J. and Ghose, A. Automatic feature learning for predicting vulnerable software components 2018 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{dam2018automatic,
  author = {Dam, Hoa Khanh and Tran, Truyen and Pham, Trang Thi Minh and Ng, Shien Wee and Grundy, John and Ghose, Aditya},
  title = {Automatic feature learning for predicting vulnerable software components},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2018}
}
Dejaeger, K., Verbraken, T. and Baesens, B. Toward comprehensible software fault prediction models using bayesian network classifiers 2012 IEEE Transactions on Software Engineering
Vol. 39(2), pp. 237-257 
article  
BibTeX:
@article{dejaeger2012toward,
  author = {Dejaeger, Karel and Verbraken, Thomas and Baesens, Bart},
  title = {Toward comprehensible software fault prediction models using bayesian network classifiers},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2012},
  volume = {39},
  number = {2},
  pages = {237--257}
}
Denaro, G. and Pezzè, M. An empirical evaluation of fault-proneness models 2002 Proceedings of the 24th International Conference on Software Engineering, pp. 241-251  inproceedings  
BibTeX:
@inproceedings{denaro2002empirical,
  author = {Denaro, Giovanni and Pezzè, Mauro},
  title = {An empirical evaluation of fault-proneness models},
  booktitle = {Proceedings of the 24th International Conference on Software Engineering},
  year = {2002},
  pages = {241--251}
}
Di Nucci, D., Palomba, F., De Rosa, G., Bavota, G., Oliveto, R. and De Lucia, A. A developer centered bug prediction model 2017 IEEE Transactions on Software Engineering
Vol. 44(1), pp. 5-24 
article  
BibTeX:
@article{di2017developer,
  author = {Di Nucci, Dario and Palomba, Fabio and De Rosa, Giuseppe and Bavota, Gabriele and Oliveto, Rocco and De Lucia, Andrea},
  title = {A developer centered bug prediction model},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2017},
  volume = {44},
  number = {1},
  pages = {5--24}
}
Di Nucci, D., Palomba, F., Siravo, S., Bavota, G., Oliveto, R. and De Lucia, A. On the role of developer's scattered changes in bug prediction 2015 Proceedings of the 2015 IEEE International Conference on Software Maintenance and Evolution, pp. 241-250  inproceedings  
BibTeX:
@inproceedings{di2015role,
  author = {Di Nucci, Dario and Palomba, Fabio and Siravo, Sandro and Bavota, Gabriele and Oliveto, Rocco and De Lucia, Andrea},
  title = {On the role of developer's scattered changes in bug prediction},
  booktitle = {Proceedings of the 2015 IEEE International Conference on Software Maintenance and Evolution},
  year = {2015},
  pages = {241--250}
}
Du, X., Chen, B., Li, Y., Guo, J., Zhou, Y., Liu, Y. and Jiang, Y. Leopard: Identifying vulnerable code for vulnerability assessment through program metrics 2019 Proceedings of the 41st International Conference on Software Engineering, pp. 60-71  inproceedings  
BibTeX:
@inproceedings{du2019leopard,
  author = {Du, Xiaoning and Chen, Bihuan and Li, Yuekang and Guo, Jianmin and Zhou, Yaqin and Liu, Yang and Jiang, Yu},
  title = {Leopard: Identifying vulnerable code for vulnerability assessment through program metrics},
  booktitle = {Proceedings of the 41st International Conference on Software Engineering},
  year = {2019},
  pages = {60--71}
}
Du, X., Zhou, Z., Yin, B. and Xiao, G. Cross-project bug type prediction based on transfer learning 2019 Software Quality Journal, pp. 1-19  article  
BibTeX:
@article{du2019cross,
  author = {Du, Xiaoting and Zhou, Zenghui and Yin, Beibei and Xiao, Guanping},
  title = {Cross-project bug type prediction based on transfer learning},
  journal = {Software Quality Journal},
  publisher = {Springer},
  year = {2019},
  pages = {1--19}
}
DĄŻAmbros, M., Lanza, M. and Robbes, R. Evaluating defect prediction approaches: a benchmark and an extensive comparison 2012 Empirical Software Engineering
Vol. 17(4-5), pp. 531-577 
article  
BibTeX:
@article{d2012evaluating,
  author = {DĄŻAmbros, Marco and Lanza, Michele and Robbes, Romain},
  title = {Evaluating defect prediction approaches: a benchmark and an extensive comparison},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2012},
  volume = {17},
  number = {4-5},
  pages = {531--577}
}
Ekanayake, J., Tappolet, J., Gall, H.C. and Bernstein, A. Time variance and defect prediction in software projects 2012 Empirical Software Engineering
Vol. 17(4-5), pp. 348-389 
article  
BibTeX:
@article{ekanayake2012time,
  author = {Ekanayake, Jayalath and Tappolet, Jonas and Gall, Harald C and Bernstein, Abraham},
  title = {Time variance and defect prediction in software projects},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2012},
  volume = {17},
  number = {4-5},
  pages = {348--389}
}
El Emam, K., Benlarbi, S., Goel, N. and Rai, S.N. The confounding effect of class size on the validity of object-oriented metrics 2001 IEEE Transactions on Software Engineering
Vol. 27(7), pp. 630-650 
article  
BibTeX:
@article{el2001confounding,
  author = {El Emam, Khaled and Benlarbi, Saida and Goel, Nishith and Rai, Shesh N.},
  title = {The confounding effect of class size on the validity of object-oriented metrics},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2001},
  volume = {27},
  number = {7},
  pages = {630--650}
}
Elish, K.O. and Elish, M.O. Predicting defect-prone software modules using support vector machines 2008 Journal of Systems and Software
Vol. 81(5), pp. 649-660 
article  
BibTeX:
@article{elish2008predicting,
  author = {Elish, Karim O and Elish, Mahmoud O},
  title = {Predicting defect-prone software modules using support vector machines},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2008},
  volume = {81},
  number = {5},
  pages = {649--660}
}
Fan, Y., Lv, C., Zhang, X., Zhou, G. and Zhou, Y. The utility challenge of privacy-preserving data-sharing in cross-company defect prediction: An empirical study of the cliff&morph algorithm 2017 Proceedings of 2017 IEEE International Conference on Software Maintenance and Evolution, pp. 80-90  inproceedings  
BibTeX:
@inproceedings{fan2017utility,
  author = {Fan, Yi and Lv, Chenxi and Zhang, Xu and Zhou, Guoqiang and Zhou, Yuming},
  title = {The utility challenge of privacy-preserving data-sharing in cross-company defect prediction: An empirical study of the cliff&morph algorithm},
  booktitle = {Proceedings of 2017 IEEE International Conference on Software Maintenance and Evolution},
  year = {2017},
  pages = {80--90}
}
Fan, Y., Xia, X., da Costa, D.A., Lo, D., Hassan, A.E. and Li, S. The Impact of Changes Mislabeled by SZZ on Just-in-Time Defect Prediction 2019 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{fan2019impact,
  author = {Fan, Yuanrui and Xia, Xin and da Costa, Daniel Alencar and Lo, David and Hassan, Ahmed E and Li, Shanping},
  title = {The Impact of Changes Mislabeled by SZZ on Just-in-Time Defect Prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2019}
}
Fenton, N., Neil, M., Marsh, W., Hearty, P., Radliski, Ł. and Krause, P. On the effectiveness of early life cycle defect prediction with Bayesian Nets 2008 Empirical Software Engineering
Vol. 13(5), pp. 499 
article  
BibTeX:
@article{fenton2008effectiveness,
  author = {Fenton, Norman and Neil, Martin and Marsh, William and Hearty, Peter and Radliski, Łukasz and Krause, Paul},
  title = {On the effectiveness of early life cycle defect prediction with Bayesian Nets},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2008},
  volume = {13},
  number = {5},
  pages = {499}
}
Fenton, N.E. and Neil, M. A critique of software defect prediction models 1999 IEEE Transactions on software engineering
Vol. 25(5), pp. 675-689 
article  
BibTeX:
@article{fenton1999critique,
  author = {Fenton, Norman E and Neil, Martin},
  title = {A critique of software defect prediction models},
  journal = {IEEE Transactions on software engineering},
  publisher = {IEEE},
  year = {1999},
  volume = {25},
  number = {5},
  pages = {675--689}
}
Feyzi, F. and Parsa, S. FPA-FL: Incorporating static fault-proneness analysis into statistical fault localization 2018 Journal of Systems and Software
Vol. 136, pp. 39-58 
article  
BibTeX:
@article{feyzi2018fpa,
  author = {Feyzi, Farid and Parsa, Saeed},
  title = {FPA-FL: Incorporating static fault-proneness analysis into statistical fault localization},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2018},
  volume = {136},
  pages = {39--58}
}
Fu, W. and Menzies, T. Revisiting unsupervised learning for defect prediction 2017 Proceedings of the 2017 11th Joint Meeting on Foundations of Software Engineering, pp. 72-83  inproceedings  
BibTeX:
@inproceedings{fu2017revisiting,
  author = {Fu, Wei and Menzies, Tim},
  title = {Revisiting unsupervised learning for defect prediction},
  booktitle = {Proceedings of the 2017 11th Joint Meeting on Foundations of Software Engineering},
  year = {2017},
  pages = {72--83}
}
Fu, W., Menzies, T. and Shen, X. Tuning for software analytics: Is it really necessary? 2016 Information and Software Technology
Vol. 76, pp. 135-146 
article  
BibTeX:
@article{fu2016tuning,
  author = {Fu, Wei and Menzies, Tim and Shen, Xipeng},
  title = {Tuning for software analytics: Is it really necessary?},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2016},
  volume = {76},
  pages = {135--146}
}
Fukushima, T., Kamei, Y., McIntosh, S., Yamashita, K. and Ubayashi, N. An empirical study of just-in-time defect prediction using cross-project models 2014 Proceedings of the 11th Working Conference on Mining Software Repositories, pp. 172-181  inproceedings  
BibTeX:
@inproceedings{fukushima2014empirical,
  author = {Fukushima, Takafumi and Kamei, Yasutaka and McIntosh, Shane and Yamashita, Kazuhiro and Ubayashi, Naoyasu},
  title = {An empirical study of just-in-time defect prediction using cross-project models},
  booktitle = {Proceedings of the 11th Working Conference on Mining Software Repositories},
  year = {2014},
  pages = {172--181}
}
Gao, K., Khoshgoftaar, T.M., Wang, H. and Seliya, N. Choosing software metrics for defect prediction: an investigation on feature selection techniques 2011 Software: Practice and Experience
Vol. 41(5), pp. 579-606 
article  
BibTeX:
@article{gao2011choosing,
  author = {Gao, Kehan and Khoshgoftaar, Taghi M and Wang, Huanjing and Seliya, Naeem},
  title = {Choosing software metrics for defect prediction: an investigation on feature selection techniques},
  journal = {Software: Practice and Experience},
  publisher = {Wiley Online Library},
  year = {2011},
  volume = {41},
  number = {5},
  pages = {579--606}
}
Ghotra, B., McIntosh, S. and Hassan, A.E. Revisiting the impact of classification techniques on the performance of defect prediction models 2015 Proceedings of the 37th International Conference on Software Engineering, pp. 789-800  inproceedings  
BibTeX:
@inproceedings{ghotra2015revisiting,
  author = {Ghotra, Baljinder and McIntosh, Shane and Hassan, Ahmed E},
  title = {Revisiting the impact of classification techniques on the performance of defect prediction models},
  booktitle = {Proceedings of the 37th International Conference on Software Engineering},
  year = {2015},
  pages = {789--800}
}
Ghotra, B., McIntosh, S. and Hassan, A.E. A large-scale study of the impact of feature selection techniques on defect classification models 2017 Proceedings of the 2017 IEEE/ACM 14th International Conference on Mining Software Repositories, pp. 146-157  inproceedings  
BibTeX:
@inproceedings{ghotra2017large,
  author = {Ghotra, Baljinder and McIntosh, Shane and Hassan, Ahmed E},
  title = {A large-scale study of the impact of feature selection techniques on defect classification models},
  booktitle = {Proceedings of the 2017 IEEE/ACM 14th International Conference on Mining Software Repositories},
  year = {2017},
  pages = {146--157}
}
Giger, E., D'Ambros, M., Pinzger, M. and Gall, H.C. Method-level bug prediction 2012 Proceedings of the ACM-IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 171-180  inproceedings  
BibTeX:
@inproceedings{giger2012method,
  author = {Giger, Emanuel and D'Ambros, Marco and Pinzger, Martin and Gall, Harald C},
  title = {Method-level bug prediction},
  booktitle = {Proceedings of the ACM-IEEE International Symposium on Empirical Software Engineering and Measurement},
  year = {2012},
  pages = {171--180}
}
Gil, Y. and Lalouche, G. On the correlation between size and metric validity 2017 Empirical Software Engineering
Vol. 22(5), pp. 2585-2611 
article  
BibTeX:
@article{gil2017correlation,
  author = {Gil, Yossi and Lalouche, Gal},
  title = {On the correlation between size and metric validity},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2017},
  volume = {22},
  number = {5},
  pages = {2585--2611}
}
Gong, L., Jiang, S., Bo, L., Jiang, L. and Qian, J. A Novel Class-Imbalance Learning Approach for Both Within-Project and Cross-Project Defect Prediction 2019 IEEE Transactions on Reliability  article  
BibTeX:
@article{gong2019novel,
  author = {Gong, Lina and Jiang, Shujuan and Bo, Lili and Jiang, Li and Qian, Junyan},
  title = {A Novel Class-Imbalance Learning Approach for Both Within-Project and Cross-Project Defect Prediction},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2019}
}
Gong, L., Jiang, S. and Jiang, L. An improved transfer adaptive boosting approach for mixed-project defect prediction 2019 Journal of Software: Evolution and Process, pp. e2172  article  
BibTeX:
@article{gongimproved,
  author = {Gong, Lina and Jiang, Shujuan and Jiang, Li},
  title = {An improved transfer adaptive boosting approach for mixed-project defect prediction},
  journal = {Journal of Software: Evolution and Process},
  publisher = {Wiley Online Library},
  year = {2019},
  pages = {e2172}
}
Graves, T.L., Karr, A.F., Marron, J.S. and Siy, H. Predicting fault incidence using software change history 2000 IEEE Transactions on software engineering
Vol. 26(7), pp. 653-661 
article  
BibTeX:
@article{graves2000predicting,
  author = {Graves, Todd L and Karr, Alan F and Marron, James S and Siy, Harvey},
  title = {Predicting fault incidence using software change history},
  journal = {IEEE Transactions on software engineering},
  publisher = {IEEE},
  year = {2000},
  volume = {26},
  number = {7},
  pages = {653--661}
}
Guo, L., Ma, Y., Cukic, B. and Singh, H. Robust prediction of fault-proneness by random forests 2004 Proceedings of 15th international symposium on software reliability engineering, pp. 417-428  inproceedings  
BibTeX:
@inproceedings{guo2004robust,
  author = {Guo, Lan and Ma, Yan and Cukic, Bojan and Singh, Harshinder},
  title = {Robust prediction of fault-proneness by random forests},
  booktitle = {Proceedings of 15th international symposium on software reliability engineering},
  year = {2004},
  pages = {417--428}
}
Gyimothy, T., Ferenc, R. and Siket, I. Empirical validation of object-oriented metrics on open source software for fault prediction 2005 IEEE Transactions on Software engineering
Vol. 31(10), pp. 897-910 
article  
BibTeX:
@article{gyimothy2005empirical,
  author = {Gyimothy, Tibor and Ferenc, Rudolf and Siket, Istvan},
  title = {Empirical validation of object-oriented metrics on open source software for fault prediction},
  journal = {IEEE Transactions on Software engineering},
  publisher = {IEEE},
  year = {2005},
  volume = {31},
  number = {10},
  pages = {897--910}
}
Hall, T., Beecham, S., Bowes, D., Gray, D. and Counsell, S. A systematic literature review on fault prediction performance in software engineering 2011 IEEE Transactions on Software Engineering
Vol. 38(6), pp. 1276-1304 
article  
BibTeX:
@article{hall2011systematic,
  author = {Hall, Tracy and Beecham, Sarah and Bowes, David and Gray, David and Counsell, Steve},
  title = {A systematic literature review on fault prediction performance in software engineering},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2011},
  volume = {38},
  number = {6},
  pages = {1276--1304}
}
Harman, M. The relationship between search based software engineering and predictive modeling 2010 Proceedings of the 6th International Conference on Predictive Models in Software Engineering, pp. 1  inproceedings  
BibTeX:
@inproceedings{harman2010relationship,
  author = {Harman, Mark},
  title = {The relationship between search based software engineering and predictive modeling},
  booktitle = {Proceedings of the 6th International Conference on Predictive Models in Software Engineering},
  year = {2010},
  pages = {1}
}
Hassan, A.E. Predicting faults using the complexity of code changes 2009 Proceedings of the 31st International Conference on Software Engineering, pp. 78-88  inproceedings  
BibTeX:
@inproceedings{hassan2009predicting,
  author = {Hassan, Ahmed E},
  title = {Predicting faults using the complexity of code changes},
  booktitle = {Proceedings of the 31st International Conference on Software Engineering},
  year = {2009},
  pages = {78--88}
}
Hassan, A.E. and Holt, R.C. The top ten list: Dynamic fault prediction 2005 Proceedings of the 21st IEEE International Conference on Software Maintenance, pp. 263-272  inproceedings  
BibTeX:
@inproceedings{hassan2005top,
  author = {Hassan, Ahmed E and Holt, Richard C},
  title = {The top ten list: Dynamic fault prediction},
  booktitle = {Proceedings of the 21st IEEE International Conference on Software Maintenance},
  year = {2005},
  pages = {263--272}
}
Hata, H., Mizuno, O. and Kikuno, T. Bug prediction based on fine-grained module histories 2012 Proceedings of the 34th International Conference on Software Engineering, pp. 200-210  inproceedings  
BibTeX:
@inproceedings{hata2012bug,
  author = {Hata, Hideaki and Mizuno, Osamu and Kikuno, Tohru},
  title = {Bug prediction based on fine-grained module histories},
  booktitle = {Proceedings of the 34th International Conference on Software Engineering},
  year = {2012},
  pages = {200--210}
}
He, P., Li, B., Liu, X., Chen, J. and Ma, Y. An empirical study on software defect prediction with a simplified metric set 2015 Information and Software Technology
Vol. 59, pp. 170-190 
article  
BibTeX:
@article{he2015empirical,
  author = {He, Peng and Li, Bing and Liu, Xiao and Chen, Jun and Ma, Yutao},
  title = {An empirical study on software defect prediction with a simplified metric set},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2015},
  volume = {59},
  pages = {170--190}
}
He, P., Li, B. and Ma, Y. Towards cross-project defect prediction with imbalanced feature sets 2014 arXiv preprint arXiv:1411.4228  article  
BibTeX:
@article{he2014towards,
  author = {He, Peng and Li, Bing and Ma, Yutao},
  title = {Towards cross-project defect prediction with imbalanced feature sets},
  journal = {arXiv preprint arXiv:1411.4228},
  year = {2014}
}
He, Q., Shen, B. and Chen, Y. Software defect prediction using semi-supervised learning with change burst information 2016
Vol. 1Proceedings of 2016 IEEE 40th Annual Computer Software and Applications Conference, pp. 113-122 
inproceedings  
BibTeX:
@inproceedings{he2016software,
  author = {He, Qing and Shen, Beijun and Chen, Yuting},
  title = {Software defect prediction using semi-supervised learning with change burst information},
  booktitle = {Proceedings of 2016 IEEE 40th Annual Computer Software and Applications Conference},
  year = {2016},
  volume = {1},
  pages = {113--122}
}
He, Z., Peters, F., Menzies, T. and Yang, Y. Learning from open-source projects: An empirical study on defect prediction 2013 Proceedings of 2013 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 45-54  inproceedings  
BibTeX:
@inproceedings{he2013learning,
  author = {He, Zhimin and Peters, Fayola and Menzies, Tim and Yang, Ye},
  title = {Learning from open-source projects: An empirical study on defect prediction},
  booktitle = {Proceedings of 2013 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement},
  year = {2013},
  pages = {45--54}
}
He, Z., Shu, F., Yang, Y., Li, M. and Wang, Q. An investigation on the feasibility of cross-project defect prediction 2012 Automated Software Engineering
Vol. 19(2), pp. 167-199 
article  
BibTeX:
@article{he2012investigation,
  author = {He, Zhimin and Shu, Fengdi and Yang, Ye and Li, Mingshu and Wang, Qing},
  title = {An investigation on the feasibility of cross-project defect prediction},
  journal = {Automated Software Engineering},
  publisher = {Springer},
  year = {2012},
  volume = {19},
  number = {2},
  pages = {167--199}
}
Herbold, S. Training data selection for cross-project defect prediction 2013 Proceedings of the 9th International Conference on Predictive Models in Software Engineering, pp. 6  inproceedings  
BibTeX:
@inproceedings{herbold2013training,
  author = {Herbold, Steffen},
  title = {Training data selection for cross-project defect prediction},
  booktitle = {Proceedings of the 9th International Conference on Predictive Models in Software Engineering},
  year = {2013},
  pages = {6}
}
Herbold, S., Trautsch, A. and Grabowski, J. A comparative study to benchmark cross-project defect prediction approaches 2017 IEEE Transactions on Software Engineering
Vol. 44(9), pp. 811-833 
article  
BibTeX:
@article{herbold2017comparative,
  author = {Herbold, Steffen and Trautsch, Alexander and Grabowski, Jens},
  title = {A comparative study to benchmark cross-project defect prediction approaches},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2017},
  volume = {44},
  number = {9},
  pages = {811--833}
}
Herbold, S., Trautsch, A. and Grabowski, J. Global vs. local models for cross-project defect prediction 2017 Empirical software engineering
Vol. 22(4), pp. 1866-1902 
article  
BibTeX:
@article{herbold2017global,
  author = {Herbold, Steffen and Trautsch, Alexander and Grabowski, Jens},
  title = {Global vs. local models for cross-project defect prediction},
  journal = {Empirical software engineering},
  publisher = {Springer},
  year = {2017},
  volume = {22},
  number = {4},
  pages = {1866--1902}
}
Herzig, K. Using pre-release test failures to build early post-release defect prediction models 2014 Proceedings of 2014 IEEE 25th International Symposium on Software Reliability Engineering, pp. 300-311  inproceedings  
BibTeX:
@inproceedings{herzig2014using,
  author = {Herzig, Kim},
  title = {Using pre-release test failures to build early post-release defect prediction models},
  booktitle = {Proceedings of 2014 IEEE 25th International Symposium on Software Reliability Engineering},
  year = {2014},
  pages = {300--311}
}
Herzig, K., Just, S., Rau, A. and Zeller, A. Predicting defects using change genealogies 2013 Proceedings of 2013 IEEE 24th International Symposium on Software Reliability Engineering, pp. 118-127  inproceedings  
BibTeX:
@inproceedings{herzig2013predicting,
  author = {Herzig, Kim and Just, Sascha and Rau, Andreas and Zeller, Andreas},
  title = {Predicting defects using change genealogies},
  booktitle = {Proceedings of 2013 IEEE 24th International Symposium on Software Reliability Engineering},
  year = {2013},
  pages = {118--127}
}
Herzig, K., Just, S. and Zeller, A. It's not a bug, it's a feature: how misclassification impacts bug prediction 2013 Proceedings of the 2013 International Conference on Software Engineering, pp. 392-401  inproceedings  
BibTeX:
@inproceedings{herzig2013s,
  author = {Herzig, Kim and Just, Sascha and Zeller, Andreas},
  title = {It's not a bug, it's a feature: how misclassification impacts bug prediction},
  booktitle = {Proceedings of the 2013 International Conference on Software Engineering},
  year = {2013},
  pages = {392--401}
}
Herzig, K., Just, S. and Zeller, A. The impact of tangled code changes on defect prediction models 2016 Empirical Software Engineering
Vol. 21(2), pp. 303-336 
article  
BibTeX:
@article{herzig2016impact,
  author = {Herzig, Kim and Just, Sascha and Zeller, Andreas},
  title = {The impact of tangled code changes on defect prediction models},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2016},
  volume = {21},
  number = {2},
  pages = {303--336}
}
Hoang, T., Dam, H.K., Kamei, Y., Lo, D. and Ubayashi, N. DeepJIT: an end-to-end deep learning framework for just-in-time defect prediction 2019 Proceedings of the 16th International Conference on Mining Software Repositories, pp. 34-45  inproceedings  
BibTeX:
@inproceedings{hoang2019deepjit,
  author = {Hoang, Thong and Dam, Hoa Khanh and Kamei, Yasutaka and Lo, David and Ubayashi, Naoyasu},
  title = {DeepJIT: an end-to-end deep learning framework for just-in-time defect prediction},
  booktitle = {Proceedings of the 16th International Conference on Mining Software Repositories},
  year = {2019},
  pages = {34--45}
}
Hosseini, S. and Turhan, B. Iterative versus Exhaustive Data Selection for Cross Project Defect Prediction: An Extended Replication Study 2019 arXiv preprint arXiv:1909.05042  article  
BibTeX:
@article{hosseini2019iterative,
  author = {Hosseini, Seyedrebvar and Turhan, Burak},
  title = {Iterative versus Exhaustive Data Selection for Cross Project Defect Prediction: An Extended Replication Study},
  journal = {arXiv preprint arXiv:1909.05042},
  year = {2019}
}
Hosseini, S., Turhan, B. and Gunarathna, D. A systematic literature review and meta-analysis on cross project defect prediction 2017 IEEE Transactions on Software Engineering
Vol. 45(2), pp. 111-147 
article  
BibTeX:
@article{hosseini2017systematic,
  author = {Hosseini, Seyedrebvar and Turhan, Burak and Gunarathna, Dimuthu},
  title = {A systematic literature review and meta-analysis on cross project defect prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2017},
  volume = {45},
  number = {2},
  pages = {111--147}
}
Hosseini, S., Turhan, B. and Mäntylä, M. Search based training data selection for cross project defect prediction 2016 Proceedings of the The 12th International Conference on Predictive Models and Data Analytics in Software Engineering, pp. 3  inproceedings  
BibTeX:
@inproceedings{hosseini2016search,
  author = {Hosseini, Seyedrebvar and Turhan, Burak and Mäntylä, Mika},
  title = {Search based training data selection for cross project defect prediction},
  booktitle = {Proceedings of the The 12th International Conference on Predictive Models and Data Analytics in Software Engineering},
  year = {2016},
  pages = {3}
}
Hosseini, S., Turhan, B. and Mäntylä, M. A benchmark study on the effectiveness of search-based data selection and feature selection for cross project defect prediction 2018 Information and Software Technology
Vol. 95, pp. 296-312 
article  
BibTeX:
@article{hosseini2018benchmark,
  author = {Hosseini, Seyedrebvar and Turhan, Burak and Mäntylä, Mika},
  title = {A benchmark study on the effectiveness of search-based data selection and feature selection for cross project defect prediction},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2018},
  volume = {95},
  pages = {296--312}
}
Hu, W. and Wong, K. Using citation influence to predict software defects 2013 Proceedings of 2013 10th Working Conference on Mining Software Repositories, pp. 419-428  inproceedings  
BibTeX:
@inproceedings{hu2013using,
  author = {Hu, Wei and Wong, Kenny},
  title = {Using citation influence to predict software defects},
  booktitle = {Proceedings of 2013 10th Working Conference on Mining Software Repositories},
  year = {2013},
  pages = {419--428}
}
Huang, Q., Xia, X. and Lo, D. Supervised vs unsupervised models: A holistic look at effort-aware just-in-time defect prediction 2017 Proceedings of the 2017 IEEE International Conference on Software Maintenance and Evolution, pp. 159-170  inproceedings  
BibTeX:
@inproceedings{huang2017supervised,
  author = {Huang, Qiao and Xia, Xin and Lo, David},
  title = {Supervised vs unsupervised models: A holistic look at effort-aware just-in-time defect prediction},
  booktitle = {Proceedings of the 2017 IEEE International Conference on Software Maintenance and Evolution},
  year = {2017},
  pages = {159--170}
}
Huang, Q., Xia, X. and Lo, D. Revisiting supervised and unsupervised models for effort-aware just-in-time defect prediction 2019 Empirical Software Engineering
Vol. 24(5), pp. 2823-2862 
article  
BibTeX:
@article{huang2019revisiting,
  author = {Huang, Qiao and Xia, Xin and Lo, David},
  title = {Revisiting supervised and unsupervised models for effort-aware just-in-time defect prediction},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2019},
  volume = {24},
  number = {5},
  pages = {2823--2862}
}
Humphreys, J. and Dam, H.K. An explainable deep model for defect prediction 2019 Proceedings of 2019 IEEE/ACM 7th International Workshop on Realizing Artificial Intelligence Synergies in Software Engineering, pp. 49-55  inproceedings  
BibTeX:
@inproceedings{humphreys2019explainable,
  author = {Humphreys, Jack and Dam, Hoa Khanh},
  title = {An explainable deep model for defect prediction},
  booktitle = {Proceedings of 2019 IEEE/ACM 7th International Workshop on Realizing Artificial Intelligence Synergies in Software Engineering},
  year = {2019},
  pages = {49--55}
}
Huo, X. and Li, M. On cost-effective software defect prediction: Classification or ranking? 2019 Neurocomputing
Vol. 363, pp. 339-350 
article  
BibTeX:
@article{huo2019cost,
  author = {Huo, Xuan and Li, Ming},
  title = {On cost-effective software defect prediction: Classification or ranking?},
  journal = {Neurocomputing},
  publisher = {Elsevier},
  year = {2019},
  volume = {363},
  pages = {339--350}
}
Huo, X., Yang, Y., Li, M. and Zhan, D.-C. Learning Semantic Features for Software Defect Prediction by Code Comments Embedding 2018 Proceedings of the 2018 IEEE International Conference on Data Mining, pp. 1049-1054  inproceedings  
BibTeX:
@inproceedings{huo2018learning,
  author = {Huo, Xuan and Yang, Yang and Li, Ming and Zhan, De-Chuan},
  title = {Learning Semantic Features for Software Defect Prediction by Code Comments Embedding},
  booktitle = {Proceedings of the 2018 IEEE International Conference on Data Mining},
  year = {2018},
  pages = {1049--1054}
}
Jahanshahi, H., Jothimani, D., Başar, A. and Cevik, M. Does chronology matter in JIT defect prediction?: A Partial Replication Study 2019 Proceedings of the Fifteenth International Conference on Predictive Models and Data Analytics in Software Engineering, pp. 90-99  inproceedings  
BibTeX:
@inproceedings{jahanshahi2019does,
  author = {Jahanshahi, Hadi and Jothimani, Dhanya and Başar, Ayşe and Cevik, Mucahit},
  title = {Does chronology matter in JIT defect prediction?: A Partial Replication Study},
  booktitle = {Proceedings of the Fifteenth International Conference on Predictive Models and Data Analytics in Software Engineering},
  year = {2019},
  pages = {90--99}
}
Ji, H., Huang, S., Wu, Y., Hui, Z. and Zheng, C. A new weighted naive Bayes method based on information diffusion for software defect prediction 2019 Software Quality Journal, pp. 1-46  article  
BibTeX:
@article{ji2019new,
  author = {Ji, Haijin and Huang, Song and Wu, Yaning and Hui, Zhanwei and Zheng, Changyou},
  title = {A new weighted naive Bayes method based on information diffusion for software defect prediction},
  journal = {Software Quality Journal},
  publisher = {Springer},
  year = {2019},
  pages = {1--46}
}
Jiang, T., Tan, L. and Kim, S. Personalized defect prediction 2013 Proceedings of the 2013 28th IEEE/ACM International Conference on Automated Software Engineering (ASE), pp. 279-289  inproceedings  
BibTeX:
@inproceedings{jiang2013personalized,
  author = {Jiang, Tian and Tan, Lin and Kim, Sunghun},
  title = {Personalized defect prediction},
  booktitle = {Proceedings of the 2013 28th IEEE/ACM International Conference on Automated Software Engineering (ASE)},
  year = {2013},
  pages = {279--289}
}
Jiang, Y., Cukic, B. and Ma, Y. Techniques for evaluating fault prediction models 2008 Empirical Software Engineering
Vol. 13(5), pp. 561-595 
article  
BibTeX:
@article{jiang2008techniques,
  author = {Jiang, Yue and Cukic, Bojan and Ma, Yan},
  title = {Techniques for evaluating fault prediction models},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2008},
  volume = {13},
  number = {5},
  pages = {561--595}
}
Jiarpakdee, J., Tantithamthavorn, C. and Hassan, A.E. The Impact of Correlated Metrics on the Interpretation of Defect Models 2019 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{jiarpakdee2019impact,
  author = {Jiarpakdee, Jirayus and Tantithamthavorn, Chakkrit and Hassan, Ahmed E},
  title = {The Impact of Correlated Metrics on the Interpretation of Defect Models},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2019}
}
Jiarpakdee, J., Tantithamthavorn, C. and Treude, C. AutoSpearman: Automatically Mitigating Correlated Software Metrics for Interpreting Defect Models 2018 Proceedings of 2018 IEEE International Conference on Software Maintenance and Evolution, pp. 92-103  inproceedings  
BibTeX:
@inproceedings{jiarpakdee2018autospearman,
  author = {Jiarpakdee, Jirayus and Tantithamthavorn, Chakkrit and Treude, Christoph},
  title = {AutoSpearman: Automatically Mitigating Correlated Software Metrics for Interpreting Defect Models},
  booktitle = {Proceedings of 2018 IEEE International Conference on Software Maintenance and Evolution},
  year = {2018},
  pages = {92--103}
}
Jimenez, M., Papadakis, M. and Le Traon, Y. Vulnerability prediction models: A case study on the linux kernel 2016 Proceedings of 2016 IEEE 16th International Working Conference on Source Code Analysis and Manipulation, pp. 1-10  inproceedings  
BibTeX:
@inproceedings{jimenez2016vulnerability,
  author = {Jimenez, Matthieu and Papadakis, Mike and Le Traon, Yves},
  title = {Vulnerability prediction models: A case study on the linux kernel},
  booktitle = {Proceedings of 2016 IEEE 16th International Working Conference on Source Code Analysis and Manipulation},
  year = {2016},
  pages = {1--10}
}
Jimenez, M., Rwemalika, R., Papadakis, M., Sarro, F., Le Traon, Y. and Harman, M. The importance of accounting for real-world labelling when predicting software vulnerabilities 2019 Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering, pp. 695-705  inproceedings  
BibTeX:
@inproceedings{jimenez2019importance,
  author = {Jimenez, Matthieu and Rwemalika, Renaud and Papadakis, Mike and Sarro, Federica and Le Traon, Yves and Harman, Mark},
  title = {The importance of accounting for real-world labelling when predicting software vulnerabilities},
  booktitle = {Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering},
  year = {2019},
  pages = {695--705}
}
Jing, X., Wu, F., Dong, X., Qi, F. and Xu, B. Heterogeneous cross-company defect prediction by unified metric representation and CCA-based transfer learning 2015 Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering, pp. 496-507  inproceedings  
BibTeX:
@inproceedings{jing2015heterogeneous,
  author = {Jing, Xiaoyuan and Wu, Fei and Dong, Xiwei and Qi, Fumin and Xu, Baowen},
  title = {Heterogeneous cross-company defect prediction by unified metric representation and CCA-based transfer learning},
  booktitle = {Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering},
  year = {2015},
  pages = {496--507}
}
Jing, X.-Y., Wu, F., Dong, X. and Xu, B. An improved SDA based defect prediction framework for both within-project and cross-project class-imbalance problems 2016 IEEE Transactions on Software Engineering
Vol. 43(4), pp. 321-339 
article  
BibTeX:
@article{jing2016improved,
  author = {Jing, Xiao-Yuan and Wu, Fei and Dong, Xiwei and Xu, Baowen},
  title = {An improved SDA based defect prediction framework for both within-project and cross-project class-imbalance problems},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2016},
  volume = {43},
  number = {4},
  pages = {321--339}
}
Jing, X.-Y., Ying, S., Zhang, Z.-W., Wu, S.-S. and Liu, J. Dictionary learning based software defect prediction 2014 Proceedings of the 36th International Conference on Software Engineering, pp. 414-423  inproceedings  
BibTeX:
@inproceedings{jing2014dictionary,
  author = {Jing, Xiao-Yuan and Ying, Shi and Zhang, Zhi-Wu and Wu, Shan-Shan and Liu, Jin},
  title = {Dictionary learning based software defect prediction},
  booktitle = {Proceedings of the 36th International Conference on Software Engineering},
  year = {2014},
  pages = {414--423}
}
Jureczko, M. and Madeyski, L. Towards identifying software project clusters with regard to defect prediction 2010 Proceedings of the 6th International Conference on Predictive Models in Software Engineering, pp. 9  inproceedings  
BibTeX:
@inproceedings{jureczko2010towards,
  author = {Jureczko, Marian and Madeyski, Lech},
  title = {Towards identifying software project clusters with regard to defect prediction},
  booktitle = {Proceedings of the 6th International Conference on Predictive Models in Software Engineering},
  year = {2010},
  pages = {9}
}
Kabir, M.A., Keung, J.W., Benniny, K.E. and Zhang, M. Assessing the Significant Impact of Concept Drift in Software Defect Prediction 2019
Vol. 1Proceedings of 2019 IEEE 43rd Annual Computer Software and Applications Conference, pp. 53-58 
inproceedings  
BibTeX:
@inproceedings{kabir2019assessing,
  author = {Kabir, Md Alamgir and Keung, Jacky W and Benniny, Kwabena E and Zhang, Miao},
  title = {Assessing the Significant Impact of Concept Drift in Software Defect Prediction},
  booktitle = {Proceedings of 2019 IEEE 43rd Annual Computer Software and Applications Conference},
  year = {2019},
  volume = {1},
  pages = {53--58}
}
Kamei, Y., Fukushima, T., McIntosh, S., Yamashita, K., Ubayashi, N. and Hassan, A.E. Studying just-in-time defect prediction using cross-project models 2016 Empirical Software Engineering
Vol. 21(5), pp. 2072-2106 
article  
BibTeX:
@article{kamei2016studying,
  author = {Kamei, Yasutaka and Fukushima, Takafumi and McIntosh, Shane and Yamashita, Kazuhiro and Ubayashi, Naoyasu and Hassan, Ahmed E},
  title = {Studying just-in-time defect prediction using cross-project models},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2016},
  volume = {21},
  number = {5},
  pages = {2072--2106}
}
Kamei, Y., Matsumoto, S., Monden, A., Matsumoto, K.-i., Adams, B. and Hassan, A.E. Revisiting common bug prediction findings using effort-aware models 2010 Proceedings of the 2010 IEEE International Conference on Software Maintenance, pp. 1-10  inproceedings  
BibTeX:
@inproceedings{kamei2010revisiting,
  author = {Kamei, Yasutaka and Matsumoto, Shinsuke and Monden, Akito and Matsumoto, Ken-ichi and Adams, Bram and Hassan, Ahmed E},
  title = {Revisiting common bug prediction findings using effort-aware models},
  booktitle = {Proceedings of the 2010 IEEE International Conference on Software Maintenance},
  year = {2010},
  pages = {1--10}
}
Kamei, Y. and Shihab, E. Defect prediction: Accomplishments and future challenges 2016
Vol. 5Proceedings of the 2016 IEEE 23rd international conference on software analysis, evolution, and reengineering (SANER), pp. 33-45 
inproceedings  
BibTeX:
@inproceedings{kamei2016defect,
  author = {Kamei, Yasutaka and Shihab, Emad},
  title = {Defect prediction: Accomplishments and future challenges},
  booktitle = {Proceedings of the 2016 IEEE 23rd international conference on software analysis, evolution, and reengineering (SANER)},
  year = {2016},
  volume = {5},
  pages = {33--45}
}
Kamei, Y., Shihab, E., Adams, B., Hassan, A.E., Mockus, A., Sinha, A. and Ubayashi, N. A large-scale empirical study of just-in-time quality assurance 2012 IEEE Transactions on Software Engineering
Vol. 39(6), pp. 757-773 
article  
BibTeX:
@article{kamei2012large,
  author = {Kamei, Yasutaka and Shihab, Emad and Adams, Bram and Hassan, Ahmed E and Mockus, Audris and Sinha, Anand and Ubayashi, Naoyasu},
  title = {A large-scale empirical study of just-in-time quality assurance},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2012},
  volume = {39},
  number = {6},
  pages = {757--773}
}
Kasai, N., Morisaki, S. and Matsumoto, K. Fault-prone module prediction using a prediction model and manual inspection 2013
Vol. 1Proceedings of 2013 20th Asia-Pacific Software Engineering Conference, pp. 106-115 
inproceedings  
BibTeX:
@inproceedings{kasai2013fault,
  author = {Kasai, Norimitsu and Morisaki, Shuji and Matsumoto, Kenichi},
  title = {Fault-prone module prediction using a prediction model and manual inspection},
  booktitle = {Proceedings of 2013 20th Asia-Pacific Software Engineering Conference},
  year = {2013},
  volume = {1},
  pages = {106--115}
}
Kaya, A., Keceli, A.S., Catal, C. and Tekinerdogan, B. The impact of feature types, classifiers, and data balancing techniques on software vulnerability prediction models 2019 Journal of Software: Evolution and Process, pp. e2164  article  
BibTeX:
@article{kayaimpact,
  author = {Kaya, Aydin and Keceli, Ali Seydi and Catal, Cagatay and Tekinerdogan, Bedir},
  title = {The impact of feature types, classifiers, and data balancing techniques on software vulnerability prediction models},
  journal = {Journal of Software: Evolution and Process},
  publisher = {Wiley Online Library},
  year = {2019},
  pages = {e2164}
}
Kim, M., Nam, J., Yeon, J., Choi, S. and Kim, S. REMI: defect prediction for efficient API testing 2015 Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering, pp. 990-993  inproceedings  
BibTeX:
@inproceedings{kim2015remi,
  author = {Kim, Mijung and Nam, Jaechang and Yeon, Jaehyuk and Choi, Soonhwang and Kim, Sunghun},
  title = {REMI: defect prediction for efficient API testing},
  booktitle = {Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering},
  year = {2015},
  pages = {990--993}
}
Kim, S., Whitehead Jr, E.J. and Zhang, Y. Classifying software changes: Clean or buggy? 2008 IEEE Transactions on Software Engineering
Vol. 34(2), pp. 181-196 
article  
BibTeX:
@article{kim2008classifying,
  author = {Kim, Sunghun and Whitehead Jr, E James and Zhang, Yi},
  title = {Classifying software changes: Clean or buggy?},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2008},
  volume = {34},
  number = {2},
  pages = {181--196}
}
Kim, S., Zhang, H., Wu, R. and Gong, L. Dealing with noise in defect prediction 2011 Proceedings of the 33rd International Conference on Software Engineering, pp. 481-490  inproceedings  
BibTeX:
@inproceedings{kim2011dealing,
  author = {Kim, Sunghun and Zhang, Hongyu and Wu, Rongxin and Gong, Liang},
  title = {Dealing with noise in defect prediction},
  booktitle = {Proceedings of the 33rd International Conference on Software Engineering},
  year = {2011},
  pages = {481--490}
}
Kim, S., Zimmermann, T., Pan, K., James Jr, E. and others Automatic identification of bug-introducing changes 2006 Proceedings of the 21st IEEE/ACM International Conference on Automated Software Engineering, pp. 81-90  inproceedings  
BibTeX:
@inproceedings{kim2006automatic,
  author = {Kim, Sunghun and Zimmermann, Thomas and Pan, Kai and James Jr, E and others},
  title = {Automatic identification of bug-introducing changes},
  booktitle = {Proceedings of the 21st IEEE/ACM International Conference on Automated Software Engineering},
  year = {2006},
  pages = {81--90}
}
Kim, S., Zimmermann, T., Whitehead Jr, E.J. and Zeller, A. Predicting faults from cached history 2007 Proceedings of the 29th International Conference on Software Engineering, pp. 489-498  inproceedings  
BibTeX:
@inproceedings{kim2007predicting,
  author = {Kim, Sunghun and Zimmermann, Thomas and Whitehead Jr, E James and Zeller, Andreas},
  title = {Predicting faults from cached history},
  booktitle = {Proceedings of the 29th International Conference on Software Engineering},
  year = {2007},
  pages = {489--498}
}
Kim, Y., Mun, S., Yoo, S. and Kim, M. Precise Learn-to-Rank Fault Localization Using Dynamic and Static Features of Target Programs 2019 ACM Transactions on Software Engineering and Methodology
Vol. 28(4), pp. 23 
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BibTeX:
@article{Kim2019,
  author = {Kim, Yunho and Mun, Seokhyeon and Yoo, Shin and Kim, Moonzoo},
  title = {Precise Learn-to-Rank Fault Localization Using Dynamic and Static Features of Target Programs},
  journal = {ACM Transactions on Software Engineering and Methodology},
  publisher = {ACM},
  year = {2019},
  volume = {28},
  number = {4},
  pages = {23}
}
Kim, Y., Mun, S., Yoo, S. and Kim, M. Precise Learn-to-Rank Fault Localization Using Dynamic and Static Features of Target Programs 2019 ACM Transactions on Software Engineering and Methodology
Vol. 28(4), pp. 23 
article  
BibTeX:
@article{kim2019precise,
  author = {Kim, Yunho and Mun, Seokhyeon and Yoo, Shin and Kim, Moonzoo},
  title = {Precise Learn-to-Rank Fault Localization Using Dynamic and Static Features of Target Programs},
  journal = {ACM Transactions on Software Engineering and Methodology},
  publisher = {ACM},
  year = {2019},
  volume = {28},
  number = {4},
  pages = {23}
}
Kläs, M., Elberzhager, F., Münch, J., Hartjes, K. and von Graevemeyer, O. Transparent combination of expert and measurement data for defect prediction: an industrial case study 2010 Proceedings of the 32nd International Conference on Software Engineering, pp. 119-128  inproceedings  
BibTeX:
@inproceedings{klas2010transparent,
  author = {Kläs, Michael and Elberzhager, Frank and Münch, Jürgen and Hartjes, Klaus and von Graevemeyer, Olaf},
  title = {Transparent combination of expert and measurement data for defect prediction: an industrial case study},
  booktitle = {Proceedings of the 32nd International Conference on Software Engineering},
  year = {2010},
  pages = {119--128}
}
Knab, P., Pinzger, M. and Bernstein, A. Predicting defect densities in source code files with decision tree learners 2006 Proceedings of the 2006 international workshop on Mining software repositories, pp. 119-125  inproceedings  
BibTeX:
@inproceedings{knab2006predicting,
  author = {Knab, Patrick and Pinzger, Martin and Bernstein, Abraham},
  title = {Predicting defect densities in source code files with decision tree learners},
  booktitle = {Proceedings of the 2006 international workshop on Mining software repositories},
  year = {2006},
  pages = {119--125}
}
Kocaguneli, E., Cukic, B., Menzies, T. and Lu, H. Building a second opinion: learning cross-company data 2013 Proceedings of the 9th International Conference on Predictive Models in Software Engineering, pp. 12  inproceedings  
BibTeX:
@inproceedings{kocaguneli2013building,
  author = {Kocaguneli, Ekrem and Cukic, Bojan and Menzies, Tim and Lu, Huihua},
  title = {Building a second opinion: learning cross-company data},
  booktitle = {Proceedings of the 9th International Conference on Predictive Models in Software Engineering},
  year = {2013},
  pages = {12}
}
Kondo, M., Bezemer, C.-P., Kamei, Y., Hassan, A.E. and Mizuno, O. The impact of feature reduction techniques on defect prediction models 2019 Empirical Software Engineering, pp. 1-39  article  
BibTeX:
@article{kondo2019impact,
  author = {Kondo, Masanari and Bezemer, Cor-Paul and Kamei, Yasutaka and Hassan, Ahmed E and Mizuno, Osamu},
  title = {The impact of feature reduction techniques on defect prediction models},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2019},
  pages = {1--39}
}
Kondo, M., German, D.M., Mizuno, O. and Choi, E.-H. The impact of context metrics on just-in-time defect prediction 2019 Empirical Software Engineering, pp. 1-50  article  
BibTeX:
@article{kondo2019impact2,
  author = {Kondo, Masanari and German, Daniel M and Mizuno, Osamu and Choi, Eun-Hye},
  title = {The impact of context metrics on just-in-time defect prediction},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2019},
  pages = {1--50}
}
Koru, A.G., El Emam, K., Zhang, D., Liu, H. and Mathew, D. Theory of relative defect proneness 2008 Empirical Software Engineering
Vol. 13(5), pp. 473 
article  
BibTeX:
@article{koru2008theory,
  author = {Koru, A Güneş and El Emam, Khaled and Zhang, Dongsong and Liu, Hongfang and Mathew, Divya},
  title = {Theory of relative defect proneness},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2008},
  volume = {13},
  number = {5},
  pages = {473}
}
Koru, G., Liu, H., Zhang, D. and El Emam, K. Testing the theory of relative defect proneness for closed-source software 2010 Empirical Software Engineering
Vol. 15(6), pp. 577-598 
article  
BibTeX:
@article{koru2010testing,
  author = {Koru, Gunes and Liu, Hongfang and Zhang, Dongsong and El Emam, Khaled},
  title = {Testing the theory of relative defect proneness for closed-source software},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2010},
  volume = {15},
  number = {6},
  pages = {577--598}
}
Kpodjedo, S., Ricca, F., Galinier, P., Guéhéneuc, Y.-G. and Antoniol, G. Design evolution metrics for defect prediction in object oriented systems 2011 Empirical Software Engineering
Vol. 16(1), pp. 141-175 
article  
BibTeX:
@article{kpodjedo2011design,
  author = {Kpodjedo, Segla and Ricca, Filippo and Galinier, Philippe and Guéhéneuc, Yann-Gaël and Antoniol, Giuliano},
  title = {Design evolution metrics for defect prediction in object oriented systems},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2011},
  volume = {16},
  number = {1},
  pages = {141--175}
}
Krishna, R. and Menzies, T. Bellwethers: A baseline method for transfer learning 2018 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{krishna2018bellwethers,
  author = {Krishna, Rahul and Menzies, Tim},
  title = {Bellwethers: A baseline method for transfer learning},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2018}
}
Krishna, R., Menzies, T. and Fu, W. Too much automation? The bellwether effect and its implications for transfer learning 2016 Proceedings of the 31st IEEE/ACM International Conference on Automated Software Engineering, pp. 122-131  inproceedings  
BibTeX:
@inproceedings{krishna2016too,
  author = {Krishna, Rahul and Menzies, Tim and Fu, Wei},
  title = {Too much automation? The bellwether effect and its implications for transfer learning},
  booktitle = {Proceedings of the 31st IEEE/ACM International Conference on Automated Software Engineering},
  year = {2016},
  pages = {122--131}
}
Kumar, L., Sripada, S.K., Sureka, A. and Rath, S.K. Effective fault prediction model developed using least square support vector machine (LSSVM) 2018 Journal of Systems and Software
Vol. 137, pp. 686-712 
article  
BibTeX:
@article{kumar2018effective,
  author = {Kumar, Lov and Sripada, Sai Krishna and Sureka, Ashish and Rath, Santanu Ku},
  title = {Effective fault prediction model developed using least square support vector machine (LSSVM)},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2018},
  volume = {137},
  pages = {686--712}
}
Laradji, I.H., Alshayeb, M. and Ghouti, L. Software defect prediction using ensemble learning on selected features 2015 Information and Software Technology
Vol. 58, pp. 388-402 
article  
BibTeX:
@article{laradji2015software,
  author = {Laradji, Issam H and Alshayeb, Mohammad and Ghouti, Lahouari},
  title = {Software defect prediction using ensemble learning on selected features},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2015},
  volume = {58},
  pages = {388--402}
}
Le, T.-D.B., Linares-Vásquez, M., Lo, D. and Poshyvanyk, D. RCLinker: automated linking of issue reports and commits leveraging rich contextual information 2015 Proceedings of the 2015 IEEE 23rd International Conference on Program Comprehension, pp. 36-47  inproceedings  
BibTeX:
@inproceedings{le2015rclinker,
  author = {Le, Tien-Duy B and Linares-Vásquez, Mario and Lo, David and Poshyvanyk, Denys},
  title = {RCLinker: automated linking of issue reports and commits leveraging rich contextual information},
  booktitle = {Proceedings of the 2015 IEEE 23rd International Conference on Program Comprehension},
  year = {2015},
  pages = {36--47}
}
Lee, T., Nam, J., Han, D., Kim, S. and In, H.P. Micro interaction metrics for defect prediction 2011 Proceedings of the 19th ACM SIGSOFT symposium and the 13th European conference on Foundations of software engineering, pp. 311-321  inproceedings  
BibTeX:
@inproceedings{lee2011micro,
  author = {Lee, Taek and Nam, Jaechang and Han, DongGyun and Kim, Sunghun and In, Hoh Peter},
  title = {Micro interaction metrics for defect prediction},
  booktitle = {Proceedings of the 19th ACM SIGSOFT symposium and the 13th European conference on Foundations of software engineering},
  year = {2011},
  pages = {311--321}
}
Lee, T., Nam, J., Han, D., Kim, S. and In, H.P. Developer micro interaction metrics for software defect prediction 2016 IEEE Transactions on Software Engineering
Vol. 42(11), pp. 1015-1035 
article  
BibTeX:
@article{lee2016developer,
  author = {Lee, Taek and Nam, Jaechang and Han, Donggyun and Kim, Sunghun and In, Hoh Peter},
  title = {Developer micro interaction metrics for software defect prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2016},
  volume = {42},
  number = {11},
  pages = {1015--1035}
}
Lessmann, S., Baesens, B., Mues, C. and Pietsch, S. Benchmarking classification models for software defect prediction: A proposed framework and novel findings 2008 IEEE Transactions on Software Engineering
Vol. 34(4), pp. 485-496 
article  
BibTeX:
@article{lessmann2008benchmarking,
  author = {Lessmann, Stefan and Baesens, Bart and Mues, Christophe and Pietsch, Swantje},
  title = {Benchmarking classification models for software defect prediction: A proposed framework and novel findings},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2008},
  volume = {34},
  number = {4},
  pages = {485--496}
}
Lewis, C., Lin, Z., Sadowski, C., Zhu, X., Ou, R. and Whitehead Jr, E.J. Does bug prediction support human developers? findings from a google case study 2013 Proceedings of the 2013 International Conference on Software Engineering, pp. 372-381  inproceedings  
BibTeX:
@inproceedings{lewis2013does,
  author = {Lewis, Chris and Lin, Zhongpeng and Sadowski, Caitlin and Zhu, Xiaoyan and Ou, Rong and Whitehead Jr, E James},
  title = {Does bug prediction support human developers? findings from a google case study},
  booktitle = {Proceedings of the 2013 International Conference on Software Engineering},
  year = {2013},
  pages = {372--381}
}
Li, H., Li, X., Chen, X., Xie, X., Mu, Y. and Feng, Z. Cross-project Defect Prediction via ASTToken2Vec and BLSTM based Neural Network 2019 Proceedings of the 2019 International Joint Conference on Neural Networks  inproceedings  
BibTeX:
@inproceedings{Li:IJCNN2019,
  author = {Hao Li and Xiaohong Li and Xiang Chen and Xiaofei Xie and Yanzhou Mu and Zhiyong Feng},
  title = {Cross-project Defect Prediction via ASTToken2Vec and BLSTM based Neural Network},
  booktitle = {Proceedings of the 2019 International Joint Conference on Neural Networks},
  year = {2019}
}
Li, J., He, P., Zhu, J. and Lyu, M.R. Software defect prediction via convolutional neural network 2017 Proceedings of the 2017 IEEE International Conference on Software Quality, Reliability and Security, pp. 318-328  inproceedings  
BibTeX:
@inproceedings{li2017software,
  author = {Li, Jian and He, Pinjia and Zhu, Jieming and Lyu, Michael R},
  title = {Software defect prediction via convolutional neural network},
  booktitle = {Proceedings of the 2017 IEEE International Conference on Software Quality, Reliability and Security},
  year = {2017},
  pages = {318--328}
}
Li, L., Lessmann, S. and Baesens, B. Evaluating software defect prediction performance: an updated benchmarking study 2019 arXiv preprint arXiv:1901.01726  article  
BibTeX:
@article{li2019evaluating,
  author = {Li, Libo and Lessmann, Stefan and Baesens, Bart},
  title = {Evaluating software defect prediction performance: an updated benchmarking study},
  journal = {arXiv preprint arXiv:1901.01726},
  year = {2019}
}
Li, M., Zhang, H., Wu, R. and Zhou, Z.-H. Sample-based software defect prediction with active and semi-supervised learning 2012 Automated Software Engineering
Vol. 19(2), pp. 201-230 
article  
BibTeX:
@article{li2012sample,
  author = {Li, Ming and Zhang, Hongyu and Wu, Rongxin and Zhou, Zhi-Hua},
  title = {Sample-based software defect prediction with active and semi-supervised learning},
  journal = {Automated Software Engineering},
  publisher = {Springer},
  year = {2012},
  volume = {19},
  number = {2},
  pages = {201--230}
}
Li, P.L., Herbsleb, J., Shaw, M. and Robinson, B. Experiences and results from initiating field defect prediction and product test prioritization efforts at ABB Inc. 2006 Proceedings of the 28th international conference on Software engineering, pp. 413-422  inproceedings  
BibTeX:
@inproceedings{li2006experiences,
  author = {Li, Paul Luo and Herbsleb, James and Shaw, Mary and Robinson, Brian},
  title = {Experiences and results from initiating field defect prediction and product test prioritization efforts at ABB Inc.},
  booktitle = {Proceedings of the 28th international conference on Software engineering},
  year = {2006},
  pages = {413--422}
}
Li, Z., Jing, X.-Y., Wu, F., Zhu, X., Xu, B. and Ying, S. Cost-sensitive transfer kernel canonical correlation analysis for heterogeneous defect prediction 2018 Automated Software Engineering
Vol. 25(2), pp. 201-245 
article  
BibTeX:
@article{li2018cost,
  author = {Li, Zhiqiang and Jing, Xiao-Yuan and Wu, Fei and Zhu, Xiaoke and Xu, Baowen and Ying, Shi},
  title = {Cost-sensitive transfer kernel canonical correlation analysis for heterogeneous defect prediction},
  journal = {Automated Software Engineering},
  publisher = {Springer},
  year = {2018},
  volume = {25},
  number = {2},
  pages = {201--245}
}
Li, Z., Jing, X.-Y. and Zhu, X. Heterogeneous fault prediction with cost-sensitive domain adaptation 2018 Software Testing, Verification and Reliability
Vol. 28(2), pp. e1658 
article  
BibTeX:
@article{Li2018,
  author = {Li, Zhiqiang and Jing, Xiao-Yuan and Zhu, Xiaoke},
  title = {Heterogeneous fault prediction with cost-sensitive domain adaptation},
  journal = {Software Testing, Verification and Reliability},
  publisher = {Wiley Online Library},
  year = {2018},
  volume = {28},
  number = {2},
  pages = {e1658}
}
Li, Z., Jing, X.-Y. and Zhu, X. Heterogeneous fault prediction with cost-sensitive domain adaptation 2018 Software Testing, Verification and Reliability
Vol. 28(2), pp. e1658 
article  
BibTeX:
@article{li2018heterogeneous,
  author = {Li, Zhiqiang and Jing, Xiao-Yuan and Zhu, Xiaoke},
  title = {Heterogeneous fault prediction with cost-sensitive domain adaptation},
  journal = {Software Testing, Verification and Reliability},
  publisher = {Wiley Online Library},
  year = {2018},
  volume = {28},
  number = {2},
  pages = {e1658}
}
Li, Z., Jing, X.-Y. and Zhu, X. Progress on approaches to software defect prediction 2018 IET Software
Vol. 12(3), pp. 161-175 
article  
BibTeX:
@article{li2018progress,
  author = {Li, Zhiqiang and Jing, Xiao-Yuan and Zhu, Xiaoke},
  title = {Progress on approaches to software defect prediction},
  journal = {IET Software},
  publisher = {IET},
  year = {2018},
  volume = {12},
  number = {3},
  pages = {161--175}
}
Li, Z., Jing, X.-Y., Zhu, X. and Zhang, H. Heterogeneous defect prediction through multiple kernel learning and ensemble learning 2017 Proceedings of the 2017 IEEE International Conference on Software Maintenance and Evolution, pp. 91-102  inproceedings  
BibTeX:
@inproceedings{li2017heterogeneous,
  author = {Li, Zhiqiang and Jing, Xiao-Yuan and Zhu, Xiaoke and Zhang, Hongyu},
  title = {Heterogeneous defect prediction through multiple kernel learning and ensemble learning},
  booktitle = {Proceedings of the 2017 IEEE International Conference on Software Maintenance and Evolution},
  year = {2017},
  pages = {91--102}
}
Li, Z., Jing, X.-Y., Zhu, X., Zhang, H., Xu, B. and Ying, S. Heterogeneous defect prediction with two-stage ensemble learning 2019 Automated Software Engineering, pp. 1-53  article  
BibTeX:
@article{li2019heterogeneous,
  author = {Li, Zhiqiang and Jing, Xiao-Yuan and Zhu, Xiaoke and Zhang, Hongyu and Xu, Baowen and Ying, Shi},
  title = {Heterogeneous defect prediction with two-stage ensemble learning},
  journal = {Automated Software Engineering},
  publisher = {Springer},
  year = {2019},
  pages = {1--53}
}
Limsettho, N., Bennin, K.E., Keung, J.W., Hata, H. and Matsumoto, K. Cross project defect prediction using class distribution estimation and oversampling 2018 Information and Software Technology
Vol. 100, pp. 87-102 
article  
BibTeX:
@article{limsettho2018cross,
  author = {Limsettho, Nachai and Bennin, Kwabena Ebo and Keung, Jacky W and Hata, Hideaki and Matsumoto, Kenichi},
  title = {Cross project defect prediction using class distribution estimation and oversampling},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2018},
  volume = {100},
  pages = {87--102}
}
Liu, C., Yang, D., Xia, X., Yan, M. and Zhang, X. Cross-Project Change-Proneness Prediction 2018
Vol. 1Proceedings of 2018 IEEE 42nd Annual Computer Software and Applications Conference, pp. 64-73 
inproceedings  
BibTeX:
@inproceedings{liu2018cross,
  author = {Liu, Chao and Yang, Dan and Xia, Xin and Yan, Meng and Zhang, Xiaohong},
  title = {Cross-Project Change-Proneness Prediction},
  booktitle = {Proceedings of 2018 IEEE 42nd Annual Computer Software and Applications Conference},
  year = {2018},
  volume = {1},
  pages = {64--73}
}
Liu, C., Yang, D., Xia, X., Yan, M. and Zhang, X. A two-phase transfer learning model for cross-project defect prediction 2019 Information and Software Technology
Vol. 107, pp. 125-136 
article  
BibTeX:
@article{liu2019two,
  author = {Liu, Chao and Yang, Dan and Xia, Xin and Yan, Meng and Zhang, Xiaohong},
  title = {A two-phase transfer learning model for cross-project defect prediction},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2019},
  volume = {107},
  pages = {125--136}
}
Liu, H., Yu, Y., Li, B., Yang, Y. and Jia, R. Are Smell-Based Metrics Actually Useful in Effort-Aware Structural Change-Proneness Prediction? An Empirical Study 2018 Proceedings of 2018 25th Asia-Pacific Software Engineering Conference, pp. 315-324  inproceedings  
BibTeX:
@inproceedings{liu2018smell,
  author = {Liu, Huihui and Yu, Yijun and Li, Bixin and Yang, Yibiao and Jia, Ru},
  title = {Are Smell-Based Metrics Actually Useful in Effort-Aware Structural Change-Proneness Prediction? An Empirical Study},
  booktitle = {Proceedings of 2018 25th Asia-Pacific Software Engineering Conference},
  year = {2018},
  pages = {315--324}
}
Liu, J., Zhou, Y., Yang, Y., Lu, H. and Xu, B. Code churn: A neglected metric in effort-aware just-in-time defect prediction 2017 Proceedings of the 11th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 11-19  inproceedings  
BibTeX:
@inproceedings{liu2017code,
  author = {Liu, Jinping and Zhou, Yuming and Yang, Yibiao and Lu, Hongmin and Xu, Baowen},
  title = {Code churn: A neglected metric in effort-aware just-in-time defect prediction},
  booktitle = {Proceedings of the 11th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement},
  year = {2017},
  pages = {11--19}
}
Liu, M., Miao, L. and Zhang, D. Two-stage cost-sensitive learning for software defect prediction 2014 IEEE Transactions on Reliability
Vol. 63(2), pp. 676-686 
article  
BibTeX:
@article{liu2014two,
  author = {Liu, Mingxia and Miao, Linsong and Zhang, Daoqiang},
  title = {Two-stage cost-sensitive learning for software defect prediction},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2014},
  volume = {63},
  number = {2},
  pages = {676--686}
}
Liu, S., Chen, X., Liu, W., Chen, J., Gu, Q. and Chen, D. FECAR: A feature selection framework for software defect prediction 2014 Proceedings of the 2014 IEEE 38th Annual Computer Software and Applications Conference, pp. 426-435  inproceedings  
BibTeX:
@inproceedings{liu2014fecar,
  author = {Liu, Shulong and Chen, Xiang and Liu, Wangshu and Chen, Jiaqiang and Gu, Qing and Chen, Daoxu},
  title = {FECAR: A feature selection framework for software defect prediction},
  booktitle = {Proceedings of the 2014 IEEE 38th Annual Computer Software and Applications Conference},
  year = {2014},
  pages = {426--435}
}
Liu, W., Liu, S., Gu, Q., Chen, J., Chen, X. and Chen, D. Empirical studies of a two-stage data preprocessing approach for software fault prediction 2015 IEEE Transactions on Reliability
Vol. 65(1), pp. 38-53 
article  
BibTeX:
@article{liu2015empirical,
  author = {Liu, Wangshu and Liu, Shulong and Gu, Qing and Chen, Jiaqiang and Chen, Xiang and Chen, Daoxu},
  title = {Empirical studies of a two-stage data preprocessing approach for software fault prediction},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2015},
  volume = {65},
  number = {1},
  pages = {38--53}
}
Liu, W., Liu, S., Gu, Q., Chen, X. and Chen, D. Fecs: A cluster based feature selection method for software fault prediction with noises 2015
Vol. 2Proceedings of 2015 IEEE 39th Annual Computer Software and Applications Conference, pp. 276-281 
inproceedings  
BibTeX:
@inproceedings{liu2015fecs,
  author = {Liu, Wangshu and Liu, Shulong and Gu, Qing and Chen, Xiang and Chen, Daoxu},
  title = {Fecs: A cluster based feature selection method for software fault prediction with noises},
  booktitle = {Proceedings of 2015 IEEE 39th Annual Computer Software and Applications Conference},
  year = {2015},
  volume = {2},
  pages = {276--281}
}
Liu, Y., Khoshgoftaar, T.M. and Seliya, N. Evolutionary optimization of software quality modeling with multiple repositories 2010 IEEE Transactions on Software Engineering
Vol. 36(6), pp. 852-864 
article  
BibTeX:
@article{liu2010evolutionary,
  author = {Liu, Yi and Khoshgoftaar, Taghi M and Seliya, Naeem},
  title = {Evolutionary optimization of software quality modeling with multiple repositories},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2010},
  volume = {36},
  number = {6},
  pages = {852--864}
}
Liu, Y., Li, Y., Guo, J., Zhou, Y. and Xu, B. Connecting software metrics across versions to predict defects 2018 Proceedings of the 2018 IEEE 25th International Conference on Software Analysis, Evolution and Reengineering, pp. 232-243  inproceedings  
BibTeX:
@inproceedings{liu2018connecting,
  author = {Liu, Yibin and Li, Yanhui and Guo, Jianbo and Zhou, Yuming and Xu, Baowen},
  title = {Connecting software metrics across versions to predict defects},
  booktitle = {Proceedings of the 2018 IEEE 25th International Conference on Software Analysis, Evolution and Reengineering},
  year = {2018},
  pages = {232--243}
}
Loyola, P. and Matsuo, Y. Learning Feature Representations from Change Dependency Graphs for Defect Prediction 2017 Proceedings of 2017 IEEE 28th International Symposium on Software Reliability Engineering, pp. 361-372  inproceedings  
BibTeX:
@inproceedings{loyola2017learning,
  author = {Loyola, Pablo and Matsuo, Yutaka},
  title = {Learning Feature Representations from Change Dependency Graphs for Defect Prediction},
  booktitle = {Proceedings of 2017 IEEE 28th International Symposium on Software Reliability Engineering},
  year = {2017},
  pages = {361--372}
}
Lu, H. and Cukic, B. An adaptive approach with active learning in software fault prediction 2012 Proceedings of the 8th International Conference on Predictive Models in Software Engineering, pp. 79-88  inproceedings  
BibTeX:
@inproceedings{lu2012adaptive,
  author = {Lu, Huihua and Cukic, Bojan},
  title = {An adaptive approach with active learning in software fault prediction},
  booktitle = {Proceedings of the 8th International Conference on Predictive Models in Software Engineering},
  year = {2012},
  pages = {79--88}
}
Lu, H., Cukic, B. and Culp, M. An iterative semi-supervised approach to software fault prediction 2011 Proceedings of the 7th International Conference on Predictive Models in Software Engineering, pp. 15  inproceedings  
BibTeX:
@inproceedings{lu2011iterative,
  author = {Lu, Huihua and Cukic, Bojan and Culp, Mark},
  title = {An iterative semi-supervised approach to software fault prediction},
  booktitle = {Proceedings of the 7th International Conference on Predictive Models in Software Engineering},
  year = {2011},
  pages = {15}
}
Lu, H., Cukic, B. and Culp, M. Software defect prediction using semi-supervised learning with dimension reduction 2012 Proceedings of the 27th IEEE/ACM International Conference on Automated Software Engineering, pp. 314-317  inproceedings  
BibTeX:
@inproceedings{lu2012software,
  author = {Lu, Huihua and Cukic, Bojan and Culp, Mark},
  title = {Software defect prediction using semi-supervised learning with dimension reduction},
  booktitle = {Proceedings of the 27th IEEE/ACM International Conference on Automated Software Engineering},
  year = {2012},
  pages = {314--317}
}
Lu, H., Cukic, B. and Culp, M. A semi-supervised approach to software defect prediction 2014 Proceedings of 2014 IEEE 38th Annual Computer Software and Applications Conference, pp. 416-425  inproceedings  
BibTeX:
@inproceedings{lu2014semi,
  author = {Lu, Huihua and Cukic, Bojan and Culp, Mark},
  title = {A semi-supervised approach to software defect prediction},
  booktitle = {Proceedings of 2014 IEEE 38th Annual Computer Software and Applications Conference},
  year = {2014},
  pages = {416--425}
}
Lu, H., Kocaguneli, E. and Cukic, B. Defect prediction between software versions with active learning and dimensionality reduction 2014 Proceedings of the 2014 IEEE 25th International Symposium on Software Reliability Engineering, pp. 312-322  inproceedings  
BibTeX:
@inproceedings{lu2014defect,
  author = {Lu, Huihua and Kocaguneli, Ekrem and Cukic, Bojan},
  title = {Defect prediction between software versions with active learning and dimensionality reduction},
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Lu, H., Zhou, Y., Xu, B., Leung, H. and Chen, L. The ability of object-oriented metrics to predict change-proneness: a meta-analysis 2012 Empirical software engineering
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BibTeX:
@article{lu2012ability,
  author = {Lu, Hongmin and Zhou, Yuming and Xu, Baowen and Leung, Hareton and Chen, Lin},
  title = {The ability of object-oriented metrics to predict change-proneness: a meta-analysis},
  journal = {Empirical software engineering},
  publisher = {Springer},
  year = {2012},
  volume = {17},
  number = {3},
  pages = {200--242}
}
Ma, W., Chen, L., Yang, Y., Zhou, Y. and Xu, B. Empirical analysis of network measures for effort-aware fault-proneness prediction 2016 Information and Software Technology
Vol. 69, pp. 50-70 
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BibTeX:
@article{ma2016empirical,
  author = {Ma, Wanwangying and Chen, Lin and Yang, Yibiao and Zhou, Yuming and Xu, Baowen},
  title = {Empirical analysis of network measures for effort-aware fault-proneness prediction},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2016},
  volume = {69},
  pages = {50--70}
}
Ma, Y., Luo, G., Zeng, X. and Chen, A. Transfer learning for cross-company software defect prediction 2012 Information and Software Technology
Vol. 54(3), pp. 248-256 
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BibTeX:
@article{ma2012transfer,
  author = {Ma, Ying and Luo, Guangchun and Zeng, Xue and Chen, Aiguo},
  title = {Transfer learning for cross-company software defect prediction},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2012},
  volume = {54},
  number = {3},
  pages = {248--256}
}
Madeyski, L. and Jureczko, M. Which process metrics can significantly improve defect prediction models? An empirical study 2015 Software Quality Journal
Vol. 23(3), pp. 393-422 
article  
BibTeX:
@article{madeyski2015process,
  author = {Madeyski, Lech and Jureczko, Marian},
  title = {Which process metrics can significantly improve defect prediction models? An empirical study},
  journal = {Software Quality Journal},
  publisher = {Springer},
  year = {2015},
  volume = {23},
  number = {3},
  pages = {393--422}
}
Madeyski, L. and Kawalerowicz, M. Continuous defect prediction: the idea and a related dataset 2017 Proceedings of the 14th International Conference on Mining Software Repositories, pp. 515-518  inproceedings  
BibTeX:
@inproceedings{madeyski2017continuous,
  author = {Madeyski, Lech and Kawalerowicz, Marcin},
  title = {Continuous defect prediction: the idea and a related dataset},
  booktitle = {Proceedings of the 14th International Conference on Mining Software Repositories},
  year = {2017},
  pages = {515--518}
}
Mahmood, Z., Bowes, D., Hall, T., Lane, P.C. and Petrić, J. Reproducibility and replicability of software defect prediction studies 2018 Information and Software Technology
Vol. 99, pp. 148-163 
article  
BibTeX:
@article{mahmood2018reproducibility,
  author = {Mahmood, Zaheed and Bowes, David and Hall, Tracy and Lane, Peter CR and Petrić, Jean},
  title = {Reproducibility and replicability of software defect prediction studies},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2018},
  volume = {99},
  pages = {148--163}
}
Mahmood, Z., Bowes, D., Lane, P.C. and Hall, T. What is the impact of imbalance on software defect prediction performance? 2015 Proceedings of the 11th International Conference on Predictive Models and Data Analytics in Software Engineering, pp. 4  inproceedings  
BibTeX:
@inproceedings{mahmood2015impact,
  author = {Mahmood, Zaheed and Bowes, David and Lane, Peter CR and Hall, Tracy},
  title = {What is the impact of imbalance on software defect prediction performance?},
  booktitle = {Proceedings of the 11th International Conference on Predictive Models and Data Analytics in Software Engineering},
  year = {2015},
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}
Malhotra, R. An empirical framework for defect prediction using machine learning techniques with Android software 2016 Applied Soft Computing
Vol. 49, pp. 1034-1050 
article  
BibTeX:
@article{malhotra2016empirical,
  author = {Malhotra, Ruchika},
  title = {An empirical framework for defect prediction using machine learning techniques with Android software},
  journal = {Applied Soft Computing},
  publisher = {Elsevier},
  year = {2016},
  volume = {49},
  pages = {1034--1050}
}
Malhotra, R. and Khanna, M. An empirical study for software change prediction using imbalanced data 2017 Empirical Software Engineering
Vol. 22(6), pp. 2806-2851 
article  
BibTeX:
@article{malhotra2017empirical,
  author = {Malhotra, Ruchika and Khanna, Megha},
  title = {An empirical study for software change prediction using imbalanced data},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2017},
  volume = {22},
  number = {6},
  pages = {2806--2851}
}
Malhotra, R. and Khanna, M. Particle swarm optimization-based ensemble learning for software change prediction 2018 Information and Software Technology
Vol. 102, pp. 65-84 
article  
BibTeX:
@article{malhotra2018particle,
  author = {Malhotra, Ruchika and Khanna, Megha},
  title = {Particle swarm optimization-based ensemble learning for software change prediction},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2018},
  volume = {102},
  pages = {65--84}
}
Matsumoto, S., Kamei, Y., Monden, A., Matsumoto, K.-i. and Nakamura, M. An analysis of developer metrics for fault prediction 2010 Proceedings of the 6th International Conference on Predictive Models in Software Engineering, pp. 18  inproceedings  
BibTeX:
@inproceedings{matsumoto2010analysis,
  author = {Matsumoto, Shinsuke and Kamei, Yasutaka and Monden, Akito and Matsumoto, Ken-ichi and Nakamura, Masahide},
  title = {An analysis of developer metrics for fault prediction},
  booktitle = {Proceedings of the 6th International Conference on Predictive Models in Software Engineering},
  year = {2010},
  pages = {18}
}
McIntosh, S. and Kamei, Y. Are fix-inducing changes a moving target? a longitudinal case study of just-in-time defect prediction 2017 IEEE Transactions on Software Engineering
Vol. 44(5), pp. 412-428 
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BibTeX:
@article{mcintosh2017fix,
  author = {McIntosh, Shane and Kamei, Yasutaka},
  title = {Are fix-inducing changes a moving target? a longitudinal case study of just-in-time defect prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2017},
  volume = {44},
  number = {5},
  pages = {412--428}
}
Mende, T. Replication of defect prediction studies: problems, pitfalls and recommendations 2010 Proceedings of the 6th International Conference on Predictive Models in Software Engineering, pp. 5  inproceedings  
BibTeX:
@inproceedings{mende2010replication,
  author = {Mende, Thilo},
  title = {Replication of defect prediction studies: problems, pitfalls and recommendations},
  booktitle = {Proceedings of the 6th International Conference on Predictive Models in Software Engineering},
  year = {2010},
  pages = {5}
}
Mende, T. and Koschke, R. Revisiting the evaluation of defect prediction models 2009 Proceedings of the 5th International Conference on Predictor Models in Software Engineering, pp. 7  inproceedings  
BibTeX:
@inproceedings{mende2009revisiting,
  author = {Mende, Thilo and Koschke, Rainer},
  title = {Revisiting the evaluation of defect prediction models},
  booktitle = {Proceedings of the 5th International Conference on Predictor Models in Software Engineering},
  year = {2009},
  pages = {7}
}
Mende, T. and Koschke, R. Effort-aware defect prediction models 2010 Proceedings of the 2010 14th European Conference on Software Maintenance and Reengineering, pp. 107-116  inproceedings  
BibTeX:
@inproceedings{mende2010effort,
  author = {Mende, Thilo and Koschke, Rainer},
  title = {Effort-aware defect prediction models},
  booktitle = {Proceedings of the 2010 14th European Conference on Software Maintenance and Reengineering},
  year = {2010},
  pages = {107--116}
}
Meneely, A. and Williams, L. Socio-technical developer networks: Should we trust our measurements? 2011 Proceedings of the 33rd International Conference on Software Engineering, pp. 281-290  inproceedings  
BibTeX:
@inproceedings{meneely2011socio,
  author = {Meneely, Andrew and Williams, Laurie},
  title = {Socio-technical developer networks: Should we trust our measurements?},
  booktitle = {Proceedings of the 33rd International Conference on Software Engineering},
  year = {2011},
  pages = {281--290}
}
Meneely, A., Williams, L., Snipes, W. and Osborne, J. Predicting failures with developer networks and social network analysis 2008 Proceedings of the 16th ACM SIGSOFT International Symposium on Foundations of software engineering, pp. 13-23  inproceedings  
BibTeX:
@inproceedings{meneely2008predicting,
  author = {Meneely, Andrew and Williams, Laurie and Snipes, Will and Osborne, Jason},
  title = {Predicting failures with developer networks and social network analysis},
  booktitle = {Proceedings of the 16th ACM SIGSOFT International Symposium on Foundations of software engineering},
  year = {2008},
  pages = {13--23}
}
Menzies, T., Butcher, A., Cok, D., Marcus, A., Layman, L., Shull, F., Turhan, B. and Zimmermann, T. Local versus global lessons for defect prediction and effort estimation 2012 IEEE Transactions on Software Engineering
Vol. 39(6), pp. 822-834 
article  
BibTeX:
@article{menzies2012local,
  author = {Menzies, Tim and Butcher, Andrew and Cok, David and Marcus, Andrian and Layman, Lucas and Shull, Forrest and Turhan, Burak and Zimmermann, Thomas},
  title = {Local versus global lessons for defect prediction and effort estimation},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2012},
  volume = {39},
  number = {6},
  pages = {822--834}
}
Menzies, T., Butcher, A., Marcus, A., Zimmermann, T. and Cok, D. Local vs. global models for effort estimation and defect prediction 2011 Proceedings of the 2011 26th IEEE/ACM International Conference on Automated Software Engineering, pp. 343-351  inproceedings  
BibTeX:
@inproceedings{menzies2011local,
  author = {Menzies, Tim and Butcher, Andrew and Marcus, Andrian and Zimmermann, Thomas and Cok, David},
  title = {Local vs. global models for effort estimation and defect prediction},
  booktitle = {Proceedings of the 2011 26th IEEE/ACM International Conference on Automated Software Engineering},
  year = {2011},
  pages = {343--351}
}
Menzies, T., Greenwald, J. and Frank, A. Data mining static code attributes to learn defect predictors 2006 IEEE transactions on software engineering
Vol. 33(1), pp. 2-13 
article  
BibTeX:
@article{menzies2006data,
  author = {Menzies, Tim and Greenwald, Jeremy and Frank, Art},
  title = {Data mining static code attributes to learn defect predictors},
  journal = {IEEE transactions on software engineering},
  publisher = {IEEE},
  year = {2006},
  volume = {33},
  number = {1},
  pages = {2--13}
}
Menzies, T., Milton, Z., Turhan, B., Cukic, B., Jiang, Y. and Bener, A. Defect prediction from static code features: current results, limitations, new approaches 2010 Automated Software Engineering
Vol. 17(4), pp. 375-407 
article  
BibTeX:
@article{menzies2010defect,
  author = {Menzies, Tim and Milton, Zach and Turhan, Burak and Cukic, Bojan and Jiang, Yue and Bener, Ayşe},
  title = {Defect prediction from static code features: current results, limitations, new approaches},
  journal = {Automated Software Engineering},
  publisher = {Springer},
  year = {2010},
  volume = {17},
  number = {4},
  pages = {375--407}
}
Menzies, T., Turhan, B., Bener, A., Gay, G., Cukic, B. and Jiang, Y. Implications of ceiling effects in defect predictors 2008 Proceedings of the 4th international workshop on Predictor models in software engineering, pp. 47-54  inproceedings  
BibTeX:
@inproceedings{menzies2008implications,
  author = {Menzies, Tim and Turhan, Burak and Bener, Ayse and Gay, Gregory and Cukic, Bojan and Jiang, Yue},
  title = {Implications of ceiling effects in defect predictors},
  booktitle = {Proceedings of the 4th international workshop on Predictor models in software engineering},
  year = {2008},
  pages = {47--54}
}
Mezouar, M.E., Zhang, F. and Zou, Y. Local versus global models for effort-aware defect prediction 2016 Proceedings of the 26th Annual International Conference on Computer Science and Software Engineering, pp. 178-187  inproceedings  
BibTeX:
@inproceedings{mezouar2016local,
  author = {Mezouar, Mariam El and Zhang, Feng and Zou, Ying},
  title = {Local versus global models for effort-aware defect prediction},
  booktitle = {Proceedings of the 26th Annual International Conference on Computer Science and Software Engineering},
  year = {2016},
  pages = {178--187}
}
Mockus, A. Organizational volatility and its effects on software defects 2010 Proceedings of the eighteenth ACM SIGSOFT international symposium on Foundations of software engineering, pp. 117-126  inproceedings  
BibTeX:
@inproceedings{mockus2010organizational,
  author = {Mockus, Audris},
  title = {Organizational volatility and its effects on software defects},
  booktitle = {Proceedings of the eighteenth ACM SIGSOFT international symposium on Foundations of software engineering},
  year = {2010},
  pages = {117--126}
}
Mockus, A. and Weiss, D.M. Predicting risk of software changes 2000 Bell Labs Technical Journal
Vol. 5(2), pp. 169-180 
article  
BibTeX:
@article{mockus2000predicting,
  author = {Mockus, Audris and Weiss, David M},
  title = {Predicting risk of software changes},
  journal = {Bell Labs Technical Journal},
  publisher = {Wiley Online Library},
  year = {2000},
  volume = {5},
  number = {2},
  pages = {169--180}
}
Moeyersoms, J., de Fortuny, E.J., Dejaeger, K., Baesens, B. and Martens, D. Comprehensible software fault and effort prediction: A data mining approach 2015 Journal of Systems and Software
Vol. 100, pp. 80-90 
article  
BibTeX:
@article{moeyersoms2015comprehensible,
  author = {Moeyersoms, Julie and de Fortuny, Enric Junqué and Dejaeger, Karel and Baesens, Bart and Martens, David},
  title = {Comprehensible software fault and effort prediction: A data mining approach},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2015},
  volume = {100},
  pages = {80--90}
}
Monden, A., Hayashi, T., Shinoda, S., Shirai, K., Yoshida, J., Barker, M. and Matsumoto, K. Assessing the cost effectiveness of fault prediction in acceptance testing 2013 IEEE Transactions on Software Engineering
Vol. 39(10), pp. 1345-1357 
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BibTeX:
@article{monden2013assessing,
  author = {Monden, Akito and Hayashi, Takuma and Shinoda, Shoji and Shirai, Kumiko and Yoshida, Junichi and Barker, Mike and Matsumoto, Kenichi},
  title = {Assessing the cost effectiveness of fault prediction in acceptance testing},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2013},
  volume = {39},
  number = {10},
  pages = {1345--1357}
}
Monden, A., Keung, J., Morisaki, S., Kamei, Y. and Matsumoto, K.-i. A heuristic rule reduction approach to software fault-proneness prediction 2012
Vol. 1Proceedings of 2012 19th Asia-Pacific Software Engineering Conference, pp. 838-847 
inproceedings  
BibTeX:
@inproceedings{monden2012heuristic,
  author = {Monden, Akito and Keung, Jacky and Morisaki, Shuji and Kamei, Yasutaka and Matsumoto, Ken-ichi},
  title = {A heuristic rule reduction approach to software fault-proneness prediction},
  booktitle = {Proceedings of 2012 19th Asia-Pacific Software Engineering Conference},
  year = {2012},
  volume = {1},
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}
Mori, T. and Uchihira, N. Balancing the trade-off between accuracy and interpretability in software defect prediction 2019 Empirical Software Engineering
Vol. 24(2), pp. 779-825 
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BibTeX:
@article{mori2019balancing,
  author = {Mori, Toshiki and Uchihira, Naoshi},
  title = {Balancing the trade-off between accuracy and interpretability in software defect prediction},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2019},
  volume = {24},
  number = {2},
  pages = {779--825}
}
Morrison, P., Herzig, K., Murphy, B. and Williams, L. Challenges with applying vulnerability prediction models 2015 Proceedings of the 2015 Symposium and Bootcamp on the Science of Security, pp. 4  inproceedings  
BibTeX:
@inproceedings{morrison2015challenges,
  author = {Morrison, Patrick and Herzig, Kim and Murphy, Brendan and Williams, Laurie},
  title = {Challenges with applying vulnerability prediction models},
  booktitle = {Proceedings of the 2015 Symposium and Bootcamp on the Science of Security},
  year = {2015},
  pages = {4}
}
Moser, R., Pedrycz, W. and Succi, G. A comparative analysis of the efficiency of change metrics and static code attributes for defect prediction 2008 Proceedings of the 30th International Conference on Software Engineering, pp. 181-190  inproceedings  
BibTeX:
@inproceedings{moser2008comparative,
  author = {Moser, Raimund and Pedrycz, Witold and Succi, Giancarlo},
  title = {A comparative analysis of the efficiency of change metrics and static code attributes for defect prediction},
  booktitle = {Proceedings of the 30th International Conference on Software Engineering},
  year = {2008},
  pages = {181--190}
}
Moussa, R. and Azar, D. A PSO-GA approach targeting fault-prone software modules 2017 Journal of Systems and Software
Vol. 132, pp. 41-49 
article  
BibTeX:
@article{moussa2017pso,
  author = {Moussa, Rebecca and Azar, Danielle},
  title = {A PSO-GA approach targeting fault-prone software modules},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2017},
  volume = {132},
  pages = {41--49}
}
Myrtveit, I., Stensrud, E. and Shepperd, M. Reliability and validity in comparative studies of software prediction models 2005 IEEE Transactions on Software Engineering
Vol. 31(5), pp. 380-391 
article  
BibTeX:
@article{myrtveit2005reliability,
  author = {Myrtveit, Ingunn and Stensrud, Erik and Shepperd, Martin},
  title = {Reliability and validity in comparative studies of software prediction models},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2005},
  volume = {31},
  number = {5},
  pages = {380--391}
}
Nagappan, N. and Ball, T. Use of relative code churn measures to predict system defect density 2005 Proceedings of the 27th international conference on Software engineering, pp. 284-292  inproceedings  
BibTeX:
@inproceedings{nagappan2005use,
  author = {Nagappan, Nachiappan and Ball, Thomas},
  title = {Use of relative code churn measures to predict system defect density},
  booktitle = {Proceedings of the 27th international conference on Software engineering},
  year = {2005},
  pages = {284--292}
}
Nagappan, N., Ball, T. and Zeller, A. Mining metrics to predict component failures 2006 Proceedings of the 28th international conference on Software engineering, pp. 452-461  inproceedings  
BibTeX:
@inproceedings{nagappan2006mining,
  author = {Nagappan, Nachiappan and Ball, Thomas and Zeller, Andreas},
  title = {Mining metrics to predict component failures},
  booktitle = {Proceedings of the 28th international conference on Software engineering},
  year = {2006},
  pages = {452--461}
}
Nagappan, N., Murphy, B. and Basili, V. The influence of organizational structure on software quality 2008 Proceedings of the 30th International Conference on Software Engineering, pp. 521-530  inproceedings  
BibTeX:
@inproceedings{nagappan2008influence,
  author = {Nagappan, Nachiappan and Murphy, Brendan and Basili, Victor},
  title = {The influence of organizational structure on software quality},
  booktitle = {Proceedings of the 30th International Conference on Software Engineering},
  year = {2008},
  pages = {521--530}
}
Nam, J., Fu, W., Kim, S., Menzies, T. and Tan, L. Heterogeneous defect prediction 2017 IEEE Transactions on Software Engineering
Vol. 44(9), pp. 874-896 
article  
BibTeX:
@article{nam2017heterogeneous,
  author = {Nam, Jaechang and Fu, Wei and Kim, Sunghun and Menzies, Tim and Tan, Lin},
  title = {Heterogeneous defect prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2017},
  volume = {44},
  number = {9},
  pages = {874--896}
}
Nam, J. and Kim, S. Clami: Defect prediction on unlabeled datasets (t) 2015 Proceedings of the 2015 30th IEEE/ACM International Conference on Automated Software Engineering (ASE), pp. 452-463  inproceedings  
BibTeX:
@inproceedings{nam2015clami,
  author = {Nam, Jaechang and Kim, Sunghun},
  title = {Clami: Defect prediction on unlabeled datasets (t)},
  booktitle = {Proceedings of the 2015 30th IEEE/ACM International Conference on Automated Software Engineering (ASE)},
  year = {2015},
  pages = {452--463}
}
Nam, J. and Kim, S. Heterogeneous defect prediction 2015 Proceedings of the 2015 10th joint meeting on foundations of software engineering, pp. 508-519  inproceedings  
BibTeX:
@inproceedings{nam2015heterogeneous,
  author = {Nam, Jaechang and Kim, Sunghun},
  title = {Heterogeneous defect prediction},
  booktitle = {Proceedings of the 2015 10th joint meeting on foundations of software engineering},
  year = {2015},
  pages = {508--519}
}
Nam, J., Pan, S.J. and Kim, S. Transfer defect learning 2013 Proceedings of of the 35th International Conference on Software Engineering, pp. 382-391  inproceedings  
BibTeX:
@inproceedings{nam2013transfer,
  author = {Nam, Jaechang and Pan, Sinno Jialin and Kim, Sunghun},
  title = {Transfer defect learning},
  booktitle = {Proceedings of of the 35th International Conference on Software Engineering},
  year = {2013},
  pages = {382--391}
}
Neto, E.C., da Costa, D.A. and Kulesza, U. The impact of refactoring changes on the szz algorithm: An empirical study 2018 Proceedings of the 2018 IEEE 25th International Conference on Software Analysis, Evolution and Reengineering, pp. 380-390  inproceedings  
BibTeX:
@inproceedings{neto2018impact,
  author = {Neto, Edmilson Campos and da Costa, Daniel Alencar and Kulesza, Uirá},
  title = {The impact of refactoring changes on the szz algorithm: An empirical study},
  booktitle = {Proceedings of the 2018 IEEE 25th International Conference on Software Analysis, Evolution and Reengineering},
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}
Neuhaus, S., Zimmermann, T., Holler, C. and Zeller, A. Predicting vulnerable software components 2007 Proceedings of the 14th ACM conference on Computer and communications security, pp. 529-540  inproceedings  
BibTeX:
@inproceedings{neuhaus2007predicting,
  author = {Neuhaus, Stephan and Zimmermann, Thomas and Holler, Christian and Zeller, Andreas},
  title = {Predicting vulnerable software components},
  booktitle = {Proceedings of the 14th ACM conference on Computer and communications security},
  year = {2007},
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}
Nguyen, A.T., Nguyen, T.T., Nguyen, H.A. and Nguyen, T.N. Multi-layered approach for recovering links between bug reports and fixes 2012 Proceedings of the ACM SIGSOFT 20th International Symposium on the Foundations of Software Engineering, pp. 63  inproceedings  
BibTeX:
@inproceedings{nguyen2012multi,
  author = {Nguyen, Anh Tuan and Nguyen, Tung Thanh and Nguyen, Hoan Anh and Nguyen, Tien N},
  title = {Multi-layered approach for recovering links between bug reports and fixes},
  booktitle = {Proceedings of the ACM SIGSOFT 20th International Symposium on the Foundations of Software Engineering},
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}
Nguyen, T.T., Nguyen, T.N. and Phuong, T.M. Topic-based defect prediction (nier track) 2011 Proceedings of the 33rd international conference on software engineering, pp. 932-935  inproceedings  
BibTeX:
@inproceedings{nguyen2011topic,
  author = {Nguyen, Tung Thanh and Nguyen, Tien N and Phuong, Tu Minh},
  title = {Topic-based defect prediction (nier track)},
  booktitle = {Proceedings of the 33rd international conference on software engineering},
  year = {2011},
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}
Ni, C., Chen, X., Wu, F., Shen, Y. and Gu, Q. An empirical study on pareto based multi-objective feature selection for software defect prediction 2019 Journal of Systems and Software
Vol. 152, pp. 215-238 
article  
BibTeX:
@article{ni2019empirical,
  author = {Ni, Chao and Chen, Xiang and Wu, Fangfang and Shen, Yuxiang and Gu, Qing},
  title = {An empirical study on pareto based multi-objective feature selection for software defect prediction},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2019},
  volume = {152},
  pages = {215--238}
}
Ni, C., Chen, X., Xia, X., Gu, Q. and Zhao, Y. Multi-task Defect Prediction 2019 Journal of Software: Evolution and Process  article  
BibTeX:
@article{Ni:JSEP2019,
  author = {Chao Ni and Xiang Chen and Xin Xia and Qing Gu and Yingquan Zhao},
  title = {Multi-task Defect Prediction},
  journal = {Journal of Software: Evolution and Process},
  year = {2019}
}
Ni, C., Liu, W., Gu, Q., Chen, X. and Chen, D. FeSCH: A Feature Selection Method using Clusters of Hybrid-data for Cross-Project Defect Prediction 2017
Vol. 1Proceedings of 2017 IEEE 41st Annual Computer Software and Applications Conference, pp. 51-56 
inproceedings  
BibTeX:
@inproceedings{ni2017fesch,
  author = {Ni, Chao and Liu, Wangshu and Gu, Qing and Chen, Xiang and Chen, Daoxu},
  title = {FeSCH: A Feature Selection Method using Clusters of Hybrid-data for Cross-Project Defect Prediction},
  booktitle = {Proceedings of 2017 IEEE 41st Annual Computer Software and Applications Conference},
  year = {2017},
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  pages = {51--56}
}
Ni, C., Liu, W.-S., Chen, X., Gu, Q., Chen, D.-X. and Huang, Q.-G. A cluster based feature selection method for cross-project software defect prediction 2017 Journal of Computer Science and Technology
Vol. 32(6), pp. 1090-1107 
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BibTeX:
@article{ni2017cluster,
  author = {Ni, Chao and Liu, Wang-Shu and Chen, Xiang and Gu, Qing and Chen, Dao-Xu and Huang, Qi-Guo},
  title = {A cluster based feature selection method for cross-project software defect prediction},
  journal = {Journal of Computer Science and Technology},
  publisher = {Springer},
  year = {2017},
  volume = {32},
  number = {6},
  pages = {1090--1107}
}
Okutan, A. and Yıldız, O.T. Software defect prediction using Bayesian networks 2014 Empirical Software Engineering
Vol. 19(1), pp. 154-181 
article  
BibTeX:
@article{okutan2014software,
  author = {Okutan, Ahmet and Yıldız, Olcay Taner},
  title = {Software defect prediction using Bayesian networks},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2014},
  volume = {19},
  number = {1},
  pages = {154--181}
}
Ostrand, T.J., Weyuker, E.J. and Bell, R.M. Programmer-based fault prediction 2010 Proceedings of the 6th International Conference on Predictive Models in Software Engineering, pp. 19  inproceedings  
BibTeX:
@inproceedings{ostrand2010programmer,
  author = {Ostrand, Thomas J and Weyuker, Elaine J and Bell, Robert M},
  title = {Programmer-based fault prediction},
  booktitle = {Proceedings of the 6th International Conference on Predictive Models in Software Engineering},
  year = {2010},
  pages = {19}
}
Palomba, F., Zanoni, M., Fontana, F.A., De Lucia, A. and Oliveto, R. Toward a smell-aware bug prediction model 2017 IEEE Transactions on Software Engineering
Vol. 45(2), pp. 194-218 
article  
BibTeX:
@article{palomba2017toward,
  author = {Palomba, Fabio and Zanoni, Marco and Fontana, Francesca Arcelli and De Lucia, Andrea and Oliveto, Rocco},
  title = {Toward a smell-aware bug prediction model},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2017},
  volume = {45},
  number = {2},
  pages = {194--218}
}
Panichella, A., Oliveto, R. and De Lucia, A. Cross-project defect prediction models: L'union fait la force 2014 Proceedings of the 2014 Software Evolution Week-IEEE Conference on Software Maintenance, Reengineering, and Reverse Engineering, pp. 164-173  inproceedings  
BibTeX:
@inproceedings{panichella2014cross,
  author = {Panichella, Annibale and Oliveto, Rocco and De Lucia, Andrea},
  title = {Cross-project defect prediction models: L'union fait la force},
  booktitle = {Proceedings of the 2014 Software Evolution Week-IEEE Conference on Software Maintenance, Reengineering, and Reverse Engineering},
  year = {2014},
  pages = {164--173}
}
Pascarella, L., Palomba, F. and Bacchelli, A. Fine-grained just-in-time defect prediction 2019 Journal of Systems and Software
Vol. 150, pp. 22-36 
article  
BibTeX:
@article{pascarella2019fine,
  author = {Pascarella, Luca and Palomba, Fabio and Bacchelli, Alberto},
  title = {Fine-grained just-in-time defect prediction},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2019},
  volume = {150},
  pages = {22--36}
}
Peters, F. and Menzies, T. Privacy and utility for defect prediction: Experiments with morph 2012 Proceedings of the 34th International Conference on Software Engineering, pp. 189-199  inproceedings  
BibTeX:
@inproceedings{peters2012privacy,
  author = {Peters, Fayola and Menzies, Tim},
  title = {Privacy and utility for defect prediction: Experiments with morph},
  booktitle = {Proceedings of the 34th International Conference on Software Engineering},
  year = {2012},
  pages = {189--199}
}
Peters, F., Menzies, T., Gong, L. and Zhang, H. Balancing privacy and utility in cross-company defect prediction 2013 IEEE Transactions on Software Engineering
Vol. 39(8), pp. 1054-1068 
article  
BibTeX:
@article{peters2013balancing,
  author = {Peters, Fayola and Menzies, Tim and Gong, Liang and Zhang, Hongyu},
  title = {Balancing privacy and utility in cross-company defect prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2013},
  volume = {39},
  number = {8},
  pages = {1054--1068}
}
Peters, F., Menzies, T. and Layman, L. LACE2: Better privacy-preserving data sharing for cross project defect prediction 2015
Vol. 1Proceedings of the 37th IEEE International Conference on Software Engineering, pp. 801-811 
inproceedings  
BibTeX:
@inproceedings{peters2015lace2,
  author = {Peters, Fayola and Menzies, Tim and Layman, Lucas},
  title = {LACE2: Better privacy-preserving data sharing for cross project defect prediction},
  booktitle = {Proceedings of the 37th IEEE International Conference on Software Engineering},
  year = {2015},
  volume = {1},
  pages = {801--811}
}
Peters, F., Menzies, T. and Marcus, A. Better cross company defect prediction 2013 Proceedings of the 10th Working Conference on Mining Software Repositories, pp. 409-418  inproceedings  
BibTeX:
@inproceedings{peters2013better,
  author = {Peters, Fayola and Menzies, Tim and Marcus, Andrian},
  title = {Better cross company defect prediction},
  booktitle = {Proceedings of the 10th Working Conference on Mining Software Repositories},
  year = {2013},
  pages = {409--418}
}
Petrić, J., Bowes, D., Hall, T., Christianson, B. and Baddoo, N. Building an ensemble for software defect prediction based on diversity selection 2016 Proceedings of the 10th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 46  inproceedings  
BibTeX:
@inproceedings{petric2016building,
  author = {Petrić, Jean and Bowes, David and Hall, Tracy and Christianson, Bruce and Baddoo, Nathan},
  title = {Building an ensemble for software defect prediction based on diversity selection},
  booktitle = {Proceedings of the 10th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement},
  year = {2016},
  pages = {46}
}
Pinzger, M., Nagappan, N. and Murphy, B. Can developer-module networks predict failures? 2008 Proceedings of the 16th ACM SIGSOFT International Symposium on Foundations of software engineering, pp. 2-12  inproceedings  
BibTeX:
@inproceedings{pinzger2008can,
  author = {Pinzger, Martin and Nagappan, Nachiappan and Murphy, Brendan},
  title = {Can developer-module networks predict failures?},
  booktitle = {Proceedings of the 16th ACM SIGSOFT International Symposium on Foundations of software engineering},
  year = {2008},
  pages = {2--12}
}
Poon, W.N., Bennin, K.E., Huang, J., Phannachitta, P. and Keung, J.W. Cross-project defect prediction using a credibility theory based naive bayes classifier 2017 Proceedings of the 2017 IEEE International Conference on Software Quality, Reliability and Security, pp. 434-441  inproceedings  
BibTeX:
@inproceedings{poon2017cross,
  author = {Poon, Wai Nam and Bennin, Kwabena Ebo and Huang, Jianglin and Phannachitta, Passakorn and Keung, Jacky Wai},
  title = {Cross-project defect prediction using a credibility theory based naive bayes classifier},
  booktitle = {Proceedings of the 2017 IEEE International Conference on Software Quality, Reliability and Security},
  year = {2017},
  pages = {434--441}
}
Posnett, D., D'Souza, R., Devanbu, P. and Filkov, V. Dual ecological measures of focus in software development 2013 Proceedings of the 2013 International Conference on Software Engineering, pp. 452-461  inproceedings  
BibTeX:
@inproceedings{posnett2013dual,
  author = {Posnett, Daryl and D'Souza, Raissa and Devanbu, Premkumar and Filkov, Vladimir},
  title = {Dual ecological measures of focus in software development},
  booktitle = {Proceedings of the 2013 International Conference on Software Engineering},
  year = {2013},
  pages = {452--461}
}
Prateek, S., Pasala, A. and Aracena, L.M. Evaluating performance of network metrics for bug prediction in software 2013
Vol. 1Proceedings of 2013 20th Asia-Pacific Software Engineering Conference, pp. 124-131 
inproceedings  
BibTeX:
@inproceedings{prateek2013evaluating,
  author = {Prateek, Satya and Pasala, Anjaneyulu and Aracena, Luis Moreno},
  title = {Evaluating performance of network metrics for bug prediction in software},
  booktitle = {Proceedings of 2013 20th Asia-Pacific Software Engineering Conference},
  year = {2013},
  volume = {1},
  pages = {124--131}
}
Premraj, R. and Herzig, K. Network versus code metrics to predict defects: A replication study 2011 Proceedings of 2011 International Symposium on Empirical Software Engineering and Measurement, pp. 215-224  inproceedings  
BibTeX:
@inproceedings{premraj2011network,
  author = {Premraj, Rahul and Herzig, Kim},
  title = {Network versus code metrics to predict defects: A replication study},
  booktitle = {Proceedings of 2011 International Symposium on Empirical Software Engineering and Measurement},
  year = {2011},
  pages = {215--224}
}
Qin, F., Wan, X. and Yin, B. An empirical study of factors affecting cross-project aging-related bug prediction with TLAP 2019 Software Quality Journal  article  
BibTeX:
@article{qin2019empirical,
  author = {Qin, Fangyun and Wan, Xiaohui and Yin, Beibei},
  title = {An empirical study of factors affecting cross-project aging-related bug prediction with TLAP},
  journal = {Software Quality Journal},
  publisher = {Springer},
  year = {2019}
}
Qin, F., Zheng, Z., Qiao, Y. and Trivedi, K.S. Studying aging-related bug prediction using cross-project models 2018 IEEE Transactions on Reliability  article  
BibTeX:
@article{qin2018studying,
  author = {Qin, Fangyun and Zheng, Zheng and Qiao, Yu and Trivedi, Kishor S},
  title = {Studying aging-related bug prediction using cross-project models},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2018}
}
Qu, Y., Zheng, Q., Chi, J., Jin, Y., He, A., Cui, D., Zhang, H. and Liu, T. Using K-core Decomposition on Class Dependency Networks to Improve Bug Prediction Model's Practical Performance 2019 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{qu2019using,
  author = {Qu, Yu and Zheng, Qinghua and Chi, Jianlei and Jin, Yangxu and He, Ancheng and Cui, Di and Zhang, Hengshan and Liu, Ting},
  title = {Using K-core Decomposition on Class Dependency Networks to Improve Bug Prediction Model's Practical Performance},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2019}
}
Radjenović, D., Heričko, M., Torkar, R. and Živkovič, A. Software fault prediction metrics: A systematic literature review 2013 Information and software technology
Vol. 55(8), pp. 1397-1418 
article  
BibTeX:
@article{radjenovic2013software,
  author = {Radjenović, Danijel and Heričko, Marjan and Torkar, Richard and Živkovič, Aleš},
  title = {Software fault prediction metrics: A systematic literature review},
  journal = {Information and software technology},
  publisher = {Elsevier},
  year = {2013},
  volume = {55},
  number = {8},
  pages = {1397--1418}
}
Rahman, F. and Devanbu, P. Ownership, experience and defects: a fine-grained study of authorship 2011 Proceedings of the 33rd International Conference on Software Engineering, pp. 491-500  inproceedings  
BibTeX:
@inproceedings{rahman2011ownership,
  author = {Rahman, Foyzur and Devanbu, Premkumar},
  title = {Ownership, experience and defects: a fine-grained study of authorship},
  booktitle = {Proceedings of the 33rd International Conference on Software Engineering},
  year = {2011},
  pages = {491--500}
}
Rahman, F. and Devanbu, P. How, and why, process metrics are better 2013 Proceedings of the 35th International Conference on Software Engineering, pp. 432-441  inproceedings  
BibTeX:
@inproceedings{rahman2013and,
  author = {Rahman, Foyzur and Devanbu, Premkumar},
  title = {How, and why, process metrics are better},
  booktitle = {Proceedings of the 35th International Conference on Software Engineering},
  year = {2013},
  pages = {432--441}
}
Rahman, F., Khatri, S., Barr, E.T. and Devanbu, P. Comparing static bug finders and statistical prediction 2014 Proceedings of the 36th International Conference on Software Engineering, pp. 424-434  inproceedings  
BibTeX:
@inproceedings{rahman2014comparing,
  author = {Rahman, Foyzur and Khatri, Sameer and Barr, Earl T and Devanbu, Premkumar},
  title = {Comparing static bug finders and statistical prediction},
  booktitle = {Proceedings of the 36th International Conference on Software Engineering},
  year = {2014},
  pages = {424--434}
}
Rahman, F., Posnett, D. and Devanbu, P. Recalling the imprecision of cross-project defect prediction 2012 Proceedings of the ACM SIGSOFT 20th International Symposium on the Foundations of Software Engineering, pp. 61  inproceedings  
BibTeX:
@inproceedings{rahman2012recalling,
  author = {Rahman, Foyzur and Posnett, Daryl and Devanbu, Premkumar},
  title = {Recalling the imprecision of cross-project defect prediction},
  booktitle = {Proceedings of the ACM SIGSOFT 20th International Symposium on the Foundations of Software Engineering},
  year = {2012},
  pages = {61}
}
Rahman, F., Posnett, D., Herraiz, I. and Devanbu, P. Sample size vs. bias in defect prediction 2013 Proceedings of the 2013 9th joint meeting on foundations of software engineering, pp. 147-157  inproceedings  
BibTeX:
@inproceedings{rahman2013sample,
  author = {Rahman, Foyzur and Posnett, Daryl and Herraiz, Israel and Devanbu, Premkumar},
  title = {Sample size vs. bias in defect prediction},
  booktitle = {Proceedings of the 2013 9th joint meeting on foundations of software engineering},
  year = {2013},
  pages = {147--157}
}
Rahman, F., Posnett, D., Hindle, A., Barr, E. and Devanbu, P. BugCache for inspections: hit or miss? 2011 Proceedings of the 19th ACM SIGSOFT symposium and the 13th European conference on Foundations of software engineering, pp. 322-331  inproceedings  
BibTeX:
@inproceedings{rahman2011bugcache,
  author = {Rahman, Foyzur and Posnett, Daryl and Hindle, Abram and Barr, Earl and Devanbu, Premkumar},
  title = {BugCache for inspections: hit or miss?},
  booktitle = {Proceedings of the 19th ACM SIGSOFT symposium and the 13th European conference on Foundations of software engineering},
  year = {2011},
  pages = {322--331}
}
Rajbahadur, G.K., Wang, S., Kamei, Y. and Hassan, A.E. The impact of using regression models to build defect classifiers 2017 Proceedings of 2017 IEEE/ACM 14th International Conference on Mining Software Repositories, pp. 135-145  inproceedings  
BibTeX:
@inproceedings{rajbahadur2017impact,
  author = {Rajbahadur, Gopi Krishnan and Wang, Shaowei and Kamei, Yasutaka and Hassan, Ahmed E},
  title = {The impact of using regression models to build defect classifiers},
  booktitle = {Proceedings of 2017 IEEE/ACM 14th International Conference on Mining Software Repositories},
  year = {2017},
  pages = {135--145}
}
Rajbahadur, G.K., Wang, S., Kamei, Y. and Hassan, A.E. Impact of Discretization Noise of the Dependent variable on Machine Learning Classifiers in Software Engineering 2019 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{rajbahadur2019impact,
  author = {Rajbahadur, Gopi Krishnan and Wang, Shaowei and Kamei, Yasutaka and Hassan, Ahmed E},
  title = {Impact of Discretization Noise of the Dependent variable on Machine Learning Classifiers in Software Engineering},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2019}
}
Rana, R., Staron, M., Berger, C., Hansson, J., Nilsson, M. and Meding, W. Analyzing defect inflow distribution and applying Bayesian inference method for software defect prediction in large software projects 2016 Journal of Systems and Software
Vol. 117, pp. 229-244 
article  
BibTeX:
@article{rana2016analyzing,
  author = {Rana, Rakesh and Staron, Miroslaw and Berger, Christian and Hansson, Jörgen and Nilsson, Martin and Meding, Wilhelm},
  title = {Analyzing defect inflow distribution and applying Bayesian inference method for software defect prediction in large software projects},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2016},
  volume = {117},
  pages = {229--244}
}
Rathore, S.S. and Kumar, S. Linear and non-linear heterogeneous ensemble methods to predict the number of faults in software systems 2017 Knowledge-Based Systems
Vol. 119, pp. 232-256 
article  
BibTeX:
@article{rathore2017linear,
  author = {Rathore, Santosh Singh and Kumar, Sandeep},
  title = {Linear and non-linear heterogeneous ensemble methods to predict the number of faults in software systems},
  journal = {Knowledge-Based Systems},
  publisher = {Elsevier},
  year = {2017},
  volume = {119},
  pages = {232--256}
}
Rathore, S.S. and Kumar, S. An Approach for the Prediction of Number of Software Faults Based on the Dynamic Selection of Learning Techniques 2018 IEEE Transactions on Reliability
Vol. 68(1), pp. 216-236 
article  
BibTeX:
@article{rathore2018approach,
  author = {Rathore, Santosh Singh and Kumar, Sandeep},
  title = {An Approach for the Prediction of Number of Software Faults Based on the Dynamic Selection of Learning Techniques},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2018},
  volume = {68},
  number = {1},
  pages = {216--236}
}
Ray, B., Hellendoorn, V., Godhane, S., Tu, Z., Bacchelli, A. and Devanbu, P. On the" naturalness" of buggy code 2016 Proceedings of 2016 IEEE/ACM 38th International Conference on Software Engineering, pp. 428-439  inproceedings  
BibTeX:
@inproceedings{ray2016naturalness,
  author = {Ray, Baishakhi and Hellendoorn, Vincent and Godhane, Saheel and Tu, Zhaopeng and Bacchelli, Alberto and Devanbu, Premkumar},
  title = {On the" naturalness" of buggy code},
  booktitle = {Proceedings of 2016 IEEE/ACM 38th International Conference on Software Engineering},
  year = {2016},
  pages = {428--439}
}
Rodriguez, D., Herraiz, I., Harrison, R., Dolado, J. and Riquelme, J.C. Preliminary comparison of techniques for dealing with imbalance in software defect prediction 2014 Proceedings of the 18th International Conference on Evaluation and Assessment in Software Engineering, pp. 43  inproceedings  
BibTeX:
@inproceedings{rodriguez2014preliminary,
  author = {Rodriguez, Daniel and Herraiz, Israel and Harrison, Rachel and Dolado, Javier and Riquelme, José C},
  title = {Preliminary comparison of techniques for dealing with imbalance in software defect prediction},
  booktitle = {Proceedings of the 18th International Conference on Evaluation and Assessment in Software Engineering},
  year = {2014},
  pages = {43}
}
Rodriguez, D., Ruiz, R., Riquelme, J.C. and Harrison, R. A study of subgroup discovery approaches for defect prediction 2013 Information and Software Technology
Vol. 55(10), pp. 1810-1822 
article  
BibTeX:
@article{rodriguez2013study,
  author = {Rodriguez, Daniel and Ruiz, Roberto and Riquelme, Jose C and Harrison, Rachel},
  title = {A study of subgroup discovery approaches for defect prediction},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2013},
  volume = {55},
  number = {10},
  pages = {1810--1822}
}
Ryu, D., Choi, O. and Baik, J. Value-cognitive boosting with a support vector machine for cross-project defect prediction 2016 Empirical Software Engineering
Vol. 21(1), pp. 43-71 
article  
BibTeX:
@article{ryu2016value,
  author = {Ryu, Duksan and Choi, Okjoo and Baik, Jongmoon},
  title = {Value-cognitive boosting with a support vector machine for cross-project defect prediction},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2016},
  volume = {21},
  number = {1},
  pages = {43--71}
}
Ryu, D., Jang, J.-I. and Baik, J. A hybrid instance selection using nearest-neighbor for cross-project defect prediction 2015 Journal of Computer Science and Technology
Vol. 30(5), pp. 969-980 
article  
BibTeX:
@article{ryu2015hybrid,
  author = {Ryu, Duksan and Jang, Jong-In and Baik, Jongmoon},
  title = {A hybrid instance selection using nearest-neighbor for cross-project defect prediction},
  journal = {Journal of Computer Science and Technology},
  publisher = {Springer},
  year = {2015},
  volume = {30},
  number = {5},
  pages = {969--980}
}
Ryu, D., Jang, J.-I. and Baik, J. A transfer cost-sensitive boosting approach for cross-project defect prediction 2017 Software Quality Journal
Vol. 25(1), pp. 235-272 
article  
BibTeX:
@article{ryu2017transfer,
  author = {Ryu, Duksan and Jang, Jong-In and Baik, Jongmoon},
  title = {A transfer cost-sensitive boosting approach for cross-project defect prediction},
  journal = {Software Quality Journal},
  publisher = {Springer},
  year = {2017},
  volume = {25},
  number = {1},
  pages = {235--272}
}
Sarro, F. Search-Based Predictive Modelling for Software Engineering: How Far Have We Gone? 2019 Proceedings of International Symposium on Search Based Software Engineering, pp. 3-7  inproceedings  
BibTeX:
@inproceedings{sarro2019search,
  author = {Sarro, Federica},
  title = {Search-Based Predictive Modelling for Software Engineering: How Far Have We Gone?},
  booktitle = {Proceedings of International Symposium on Search Based Software Engineering},
  year = {2019},
  pages = {3--7}
}
Scandariato, R., Walden, J., Hovsepyan, A. and Joosen, W. Predicting vulnerable software components via text mining 2014 IEEE Transactions on Software Engineering
Vol. 40(10), pp. 993-1006 
article  
BibTeX:
@article{scandariato2014predicting,
  author = {Scandariato, Riccardo and Walden, James and Hovsepyan, Aram and Joosen, Wouter},
  title = {Predicting vulnerable software components via text mining},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2014},
  volume = {40},
  number = {10},
  pages = {993--1006}
}
Scanniello, G., Gravino, C., Marcus, A. and Menzies, T. Class level fault prediction using software clustering 2013 Proceedings of 2013 28th IEEE/ACM International Conference on Automated Software Engineering, pp. 640-645  inproceedings  
BibTeX:
@inproceedings{scanniello2013class,
  author = {Scanniello, Giuseppe and Gravino, Carmine and Marcus, Andrian and Menzies, Tim},
  title = {Class level fault prediction using software clustering},
  booktitle = {Proceedings of 2013 28th IEEE/ACM International Conference on Automated Software Engineering},
  year = {2013},
  pages = {640--645}
}
Shepperd, M., Bowes, D. and Hall, T. Researcher bias: The use of machine learning in software defect prediction 2014 IEEE Transactions on Software Engineering
Vol. 40(6), pp. 603-616 
article  
BibTeX:
@article{shepperd2014researcher,
  author = {Shepperd, Martin and Bowes, David and Hall, Tracy},
  title = {Researcher bias: The use of machine learning in software defect prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2014},
  volume = {40},
  number = {6},
  pages = {603--616}
}
Shepperd, M., Song, Q., Sun, Z. and Mair, C. Data quality: Some comments on the nasa software defect datasets 2013 IEEE Transactions on Software Engineering
Vol. 39(9), pp. 1208-1215 
article  
BibTeX:
@article{shepperd2013data,
  author = {Shepperd, Martin and Song, Qinbao and Sun, Zhongbin and Mair, Carolyn},
  title = {Data quality: Some comments on the nasa software defect datasets},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2013},
  volume = {39},
  number = {9},
  pages = {1208--1215}
}
Shihab, E. Practical software quality prediction 2014 Proceedings of the 2014 IEEE International Conference on Software Maintenance and Evolution, pp. 639-644  inproceedings  
BibTeX:
@inproceedings{shihab2014practical,
  author = {Shihab, Emad},
  title = {Practical software quality prediction},
  booktitle = {Proceedings of the 2014 IEEE International Conference on Software Maintenance and Evolution},
  year = {2014},
  pages = {639--644}
}
Shihab, E., Jiang, Z.M., Ibrahim, W.M., Adams, B. and Hassan, A.E. Understanding the impact of code and process metrics on post-release defects: a case study on the eclipse project 2010 Proceedings of the 2010 ACM-IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 4  inproceedings  
BibTeX:
@inproceedings{shihab2010understanding,
  author = {Shihab, Emad and Jiang, Zhen Ming and Ibrahim, Walid M and Adams, Bram and Hassan, Ahmed E},
  title = {Understanding the impact of code and process metrics on post-release defects: a case study on the eclipse project},
  booktitle = {Proceedings of the 2010 ACM-IEEE International Symposium on Empirical Software Engineering and Measurement},
  year = {2010},
  pages = {4}
}
Shihab, E., Kamei, Y., Adams, B. and Hassan, A.E. Is lines of code a good measure of effort in effort-aware models? 2013 Information and Software Technology
Vol. 55(11), pp. 1981-1993 
article  
BibTeX:
@article{shihab2013lines,
  author = {Shihab, Emad and Kamei, Yasutaka and Adams, Bram and Hassan, Ahmed E},
  title = {Is lines of code a good measure of effort in effort-aware models?},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2013},
  volume = {55},
  number = {11},
  pages = {1981--1993}
}
Shin, Y., Bell, R.M., Ostrand, T.J. and Weyuker, E.J. On the use of calling structure information to improve fault prediction 2012 Empirical Software Engineering
Vol. 17(4-5), pp. 390-423 
article  
BibTeX:
@article{shin2012use,
  author = {Shin, Yonghee and Bell, Robert M and Ostrand, Thomas J and Weyuker, Elaine J},
  title = {On the use of calling structure information to improve fault prediction},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2012},
  volume = {17},
  number = {4-5},
  pages = {390--423}
}
Shin, Y., Meneely, A., Williams, L. and Osborne, J.A. Evaluating complexity, code churn, and developer activity metrics as indicators of software vulnerabilities 2010 IEEE Transactions on Software Engineering
Vol. 37(6), pp. 772-787 
article  
BibTeX:
@article{shin2010evaluating,
  author = {Shin, Yonghee and Meneely, Andrew and Williams, Laurie and Osborne, Jason A},
  title = {Evaluating complexity, code churn, and developer activity metrics as indicators of software vulnerabilities},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2010},
  volume = {37},
  number = {6},
  pages = {772--787}
}
Shin, Y. and Williams, L. Can traditional fault prediction models be used for vulnerability prediction? 2013 Empirical Software Engineering
Vol. 18(1), pp. 25-59 
article  
BibTeX:
@article{shin2013can,
  author = {Shin, Yonghee and Williams, Laurie},
  title = {Can traditional fault prediction models be used for vulnerability prediction?},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2013},
  volume = {18},
  number = {1},
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}
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Vol. 106, pp. 142-160 
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BibTeX:
@article{shippey2019automatically,
  author = {Shippey, Thomas and Bowes, David and Hall, Tracy},
  title = {Automatically identifying code features for software defect prediction: Using AST N-grams},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2019},
  volume = {106},
  pages = {142--160}
}
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BibTeX:
@inproceedings{shippey2016so,
  author = {Shippey, Thomas and Hall, Tracy and Counsell, Steve and Bowes, David},
  title = {So you need more method level datasets for your software defect prediction?: Voila!},
  booktitle = {Proceedings of the 10th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement},
  year = {2016},
  pages = {12}
}
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article  
BibTeX:
@article{shivaji2012reducing,
  author = {Shivaji, Shivkumar and Whitehead, E James and Akella, Ram and Kim, Sunghun},
  title = {Reducing features to improve code change-based bug prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2012},
  volume = {39},
  number = {4},
  pages = {552--569}
}
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article  
BibTeX:
@article{singh2016fuzzy,
  author = {Singh, Pradeep and Pal, Nikhil R and Verma, Shrish and Vyas, Om Prakash},
  title = {Fuzzy rule-based approach for software fault prediction},
  journal = {IEEE Transactions on Systems, Man, and Cybernetics: Systems},
  publisher = {IEEE},
  year = {2016},
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}
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Vol. 30(4)ACM sigsoft software engineering notes, pp. 1-5 
inproceedings  
BibTeX:
@inproceedings{sliwerski2005changes,
  author = {Sliwerski, Jacek and Zimmermann, Thomas and Zeller, Andreas},
  title = {When do changes induce fixes?},
  booktitle = {ACM sigsoft software engineering notes},
  year = {2005},
  volume = {30},
  number = {4},
  pages = {1--5}
}
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BibTeX:
@inproceedings{sohn2017fluccs,
  author = {Sohn, Jeongju and Yoo, Shin},
  title = {Fluccs: Using code and change metrics to improve fault localization},
  booktitle = {Proceedings of the 26th ACM SIGSOFT International Symposium on Software Testing and Analysis},
  year = {2017},
  pages = {273--283}
}
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BibTeX:
@article{sohn2019empirical,
  author = {Sohn, Joengju and Yoo, Shin},
  title = {Empirical Evaluation of Fault Localisation Using Code and Change Metrics},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2019}
}
Song, Q., Guo, Y. and Shepperd, M. A comprehensive investigation of the role of imbalanced learning for software defect prediction 2018 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{song2018comprehensive,
  author = {Song, Qinbao and Guo, Yuchen and Shepperd, Martin},
  title = {A comprehensive investigation of the role of imbalanced learning for software defect prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2018}
}
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Vol. 37(3), pp. 356-370 
article  
BibTeX:
@article{song2010general,
  author = {Song, Qinbao and Jia, Zihan and Shepperd, Martin and Ying, Shi and Liu, Jin},
  title = {A general software defect-proneness prediction framework},
  journal = {IEEE transactions on software engineering},
  publisher = {IEEE},
  year = {2010},
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}
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Vol. 66(1), pp. 17-37 
article  
BibTeX:
@article{stuckman2016effect,
  author = {Stuckman, Jeffrey and Walden, James and Scandariato, Riccardo},
  title = {The effect of dimensionality reduction on software vulnerability prediction models},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2016},
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}
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BibTeX:
@inproceedings{sultana2018comparison,
  author = {Sultana, Kazi Zakia and Williams, Byron J and Bosu, Amiangshu},
  title = {A Comparison of Nano-patterns Vs. Software Metrics in Vulnerability Prediction},
  booktitle = {Proceedings of 2018 25th Asia-Pacific Software Engineering Conference},
  year = {2018},
  pages = {355--364}
}
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Vol. 41(2), pp. 176-197 
article  
BibTeX:
@article{syer2014replicating,
  author = {Syer, Mark D and Nagappan, Meiyappan and Adams, Bram and Hassan, Ahmed E},
  title = {Replicating and re-evaluating the theory of relative defect-proneness},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2014},
  volume = {41},
  number = {2},
  pages = {176--197}
}
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BibTeX:
@inproceedings{taba2013predicting,
  author = {Taba, Seyyed Ehsan Salamati and Khomh, Foutse and Zou, Ying and Hassan, Ahmed E and Nagappan, Meiyappan},
  title = {Predicting bugs using antipatterns},
  booktitle = {Proceedings of 2013 IEEE International Conference on Software Maintenance},
  year = {2013},
  pages = {270--279}
}
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BibTeX:
@inproceedings{tahir2018revisiting,
  author = {Tahir, Amjed and Bennin, Kwabena E and MacDonell, Stephen G and Marsland, Stephen},
  title = {Revisiting the size effect in software fault prediction models},
  booktitle = {Proceedings of the 12th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement},
  year = {2018},
  pages = {23}
}
Tan, M., Tan, L., Dara, S. and Mayeux, C. Online defect prediction for imbalanced data 2015
Vol. 2Proceedings of the 37th IEEE International Conference on Software Engineering, pp. 99-108 
inproceedings  
BibTeX:
@inproceedings{tan2015online,
  author = {Tan, Ming and Tan, Lin and Dara, Sashank and Mayeux, Caleb},
  title = {Online defect prediction for imbalanced data},
  booktitle = {Proceedings of the 37th IEEE International Conference on Software Engineering},
  year = {2015},
  volume = {2},
  pages = {99--108}
}
Tantithamthavorn, C. Towards a better understanding of the impact of experimental components on defect prediction modelling 2016 Proceedings of 2016 IEEE/ACM 38th International Conference on Software Engineering Companion, pp. 867-870  inproceedings  
BibTeX:
@inproceedings{tantithamthavorn2016towards,
  author = {Tantithamthavorn, Chakkrit},
  title = {Towards a better understanding of the impact of experimental components on defect prediction modelling},
  booktitle = {Proceedings of 2016 IEEE/ACM 38th International Conference on Software Engineering Companion},
  year = {2016},
  pages = {867--870}
}
Tantithamthavorn, C. and Hassan, A.E. An experience report on defect modelling in practice: Pitfalls and challenges 2018 Proceedings of the 40th International Conference on Software Engineering: Software Engineering in Practice, pp. 286-295  inproceedings  
BibTeX:
@inproceedings{tantithamthavorn2018experience,
  author = {Tantithamthavorn, Chakkrit and Hassan, Ahmed E},
  title = {An experience report on defect modelling in practice: Pitfalls and challenges},
  booktitle = {Proceedings of the 40th International Conference on Software Engineering: Software Engineering in Practice},
  year = {2018},
  pages = {286--295}
}
Tantithamthavorn, C., Hassan, A.E. and Matsumoto, K. The impact of class rebalancing techniques on the performance and interpretation of defect prediction models 2018 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{tantithamthavorn2018impacttse,
  author = {Tantithamthavorn, Chakkrit and Hassan, Ahmed E and Matsumoto, Kenichi},
  title = {The impact of class rebalancing techniques on the performance and interpretation of defect prediction models},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2018}
}
Tantithamthavorn, C., McIntosh, S., Hassan, A.E., Ihara, A. and Matsumoto, K. The impact of mislabelling on the performance and interpretation of defect prediction models 2015
Vol. 1Proceedings of the 37th IEEE International Conference on Software Engineering, pp. 812-823 
inproceedings  
BibTeX:
@inproceedings{tantithamthavorn2015impact,
  author = {Tantithamthavorn, Chakkrit and McIntosh, Shane and Hassan, Ahmed E and Ihara, Akinori and Matsumoto, Kenichi},
  title = {The impact of mislabelling on the performance and interpretation of defect prediction models},
  booktitle = {Proceedings of the 37th IEEE International Conference on Software Engineering},
  year = {2015},
  volume = {1},
  pages = {812--823}
}
Tantithamthavorn, C., McIntosh, S., Hassan, A.E. and Matsumoto, K. Automated parameter optimization of classification techniques for defect prediction models 2016 Proceedings of the 38th International Conference on Software Engineering, pp. 321-332  inproceedings  
BibTeX:
@inproceedings{tantithamthavorn2016automated,
  author = {Tantithamthavorn, Chakkrit and McIntosh, Shane and Hassan, Ahmed E and Matsumoto, Kenichi},
  title = {Automated parameter optimization of classification techniques for defect prediction models},
  booktitle = {Proceedings of the 38th International Conference on Software Engineering},
  year = {2016},
  pages = {321--332}
}
Tantithamthavorn, C., McIntosh, S., Hassan, A.E. and Matsumoto, K. An empirical comparison of model validation techniques for defect prediction models 2016 IEEE Transactions on Software Engineering
Vol. 43(1), pp. 1-18 
article  
BibTeX:
@article{tantithamthavorn2016empirical,
  author = {Tantithamthavorn, Chakkrit and McIntosh, Shane and Hassan, Ahmed E and Matsumoto, Kenichi},
  title = {An empirical comparison of model validation techniques for defect prediction models},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2016},
  volume = {43},
  number = {1},
  pages = {1--18}
}
Tantithamthavorn, C., McIntosh, S., Hassan, A.E. and Matsumoto, K. The impact of automated parameter optimization on defect prediction models 2018 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{tantithamthavorn2018impact,
  author = {Tantithamthavorn, Chakkrit and McIntosh, Shane and Hassan, Ahmed E and Matsumoto, Kenichi},
  title = {The impact of automated parameter optimization on defect prediction models},
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  publisher = {IEEE},
  year = {2018}
}
Tassé, J. Using code change types in an analogy-based classifier for short-term defect prediction 2013 Proceedings of the 9th International Conference on Predictive Models in Software Engineering, pp. 5  inproceedings  
BibTeX:
@inproceedings{tasse2013using,
  author = {Tassé, Josée},
  title = {Using code change types in an analogy-based classifier for short-term defect prediction},
  booktitle = {Proceedings of the 9th International Conference on Predictive Models in Software Engineering},
  year = {2013},
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}
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Vol. 96, pp. 94-111 
article  
BibTeX:
@article{tong2018software,
  author = {Tong, Haonan and Liu, Bin and Wang, Shihai},
  title = {Software defect prediction using stacked denoising autoencoders and two-stage ensemble learning},
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  publisher = {Elsevier},
  year = {2018},
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  pages = {94--111}
}
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BibTeX:
@article{tong2019kernel,
  author = {Tong, Haonan and Liu, Bin and Wang, Shihai},
  title = {Kernel Spectral Embedding Transfer Ensemble for Heterogeneous Defect Prediction},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2019}
}
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Vol. 52(11), pp. 1242-1257 
article  
BibTeX:
@article{tosun2010practical,
  author = {Tosun, Ayşe and Bener, Ayşe and Turhan, Burak and Menzies, Tim},
  title = {Practical considerations in deploying statistical methods for defect prediction: A case study within the Turkish telecommunications industry},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2010},
  volume = {52},
  number = {11},
  pages = {1242--1257}
}
Tosun, A., Turhan, B. and Bener, A. Practical considerations in deploying ai for defect prediction: a case study within the turkish telecommunication industry 2009 Proceedings of the 5th International Conference on Predictor Models in Software Engineering, pp. 11  inproceedings  
BibTeX:
@inproceedings{tosun2009practical,
  author = {Tosun, Ayşe and Turhan, Burak and Bener, Ayşe},
  title = {Practical considerations in deploying ai for defect prediction: a case study within the turkish telecommunication industry},
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  year = {2009},
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}
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article  
BibTeX:
@article{turhan2012dataset,
  author = {Turhan, Burak},
  title = {On the dataset shift problem in software engineering prediction models},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2012},
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}
Turhan, B., Mısırlı, A.T. and Bener, A. Empirical evaluation of the effects of mixed project data on learning defect predictors 2013 Information and Software Technology
Vol. 55(6), pp. 1101-1118 
article  
BibTeX:
@article{turhan2013empirical,
  author = {Turhan, Burak and Mısırlı, Ayşe Tosun and Bener, Ayşe},
  title = {Empirical evaluation of the effects of mixed project data on learning defect predictors},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
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}
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Vol. 14(5), pp. 540-578 
article  
BibTeX:
@article{turhan2009relative,
  author = {Turhan, Burak and Menzies, Tim and Bener, Ayşe B and Di Stefano, Justin},
  title = {On the relative value of cross-company and within-company data for defect prediction},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2009},
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}
Valdivia-Garcia, H. and Nagappan, M. The Characteristics of False-Negatives in File-level Fault Prediction 2017 Proceedings of the 13th International Conference on Predictive Models and Data Analytics in Software Engineering, pp. 73-82  inproceedings  
BibTeX:
@inproceedings{valdivia2017characteristics,
  author = {Valdivia-Garcia, Harold and Nagappan, Meiyappan},
  title = {The Characteristics of False-Negatives in File-level Fault Prediction},
  booktitle = {Proceedings of the 13th International Conference on Predictive Models and Data Analytics in Software Engineering},
  year = {2017},
  pages = {73--82}
}
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BibTeX:
@inproceedings{walden2014predicting,
  author = {Walden, James and Stuckman, Jeff and Scandariato, Riccardo},
  title = {Predicting vulnerable components: Software metrics vs text mining},
  booktitle = {Proceedings of the 2014 IEEE 25th International Symposium on Software Reliability Engineering},
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}
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BibTeX:
@inproceedings{walkinshaw201820,
  author = {Walkinshaw, Neil and Minku, Leandro},
  title = {Are 20% of files responsible for 80% of defects?},
  booktitle = {Proceedings of the 12th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement},
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}
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BibTeX:
@article{wan2018perceptions,
  author = {Wan, Zhiyuan and Xia, Xin and Hassan, Ahmed E and Lo, David and Yin, Jianwei and Yang, Xiaohu},
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  publisher = {IEEE},
  year = {2018}
}
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BibTeX:
@inproceedings{wang2018top,
  author = {Wang, Feng and Huang, Jinxiao and Ma, Yutao},
  title = {A Top-k Learning to Rank Approach to Cross-Project Software Defect Prediction},
  booktitle = {Proceedings of the 2018 25th Asia-Pacific Software Engineering Conference},
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}
Wang, J., Shen, B. and Chen, Y. Compressed C4. 5 models for software defect prediction 2012 Proceedings of 2012 12th International Conference on Quality Software, pp. 13-16  inproceedings  
BibTeX:
@inproceedings{wang2012compressed,
  author = {Wang, Jun and Shen, Beijun and Chen, Yuting},
  title = {Compressed C4. 5 models for software defect prediction},
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}
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BibTeX:
@article{wang2018deep,
  author = {Wang, Song and Liu, Taiyue and Nam, Jaechang and Tan, Lin},
  title = {Deep semantic feature learning for software defect prediction},
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  publisher = {IEEE},
  year = {2018}
}
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BibTeX:
@inproceedings{wang2016automatically,
  author = {Wang, Song and Liu, Taiyue and Tan, Lin},
  title = {Automatically learning semantic features for defect prediction},
  booktitle = {Proceedings of the 38th International Conference on Software Engineering},
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}
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BibTeX:
@inproceedings{wang2017qtep,
  author = {Wang, Song and Nam, Jaechang and Tan, Lin},
  title = {QTEP: quality-aware test case prioritization},
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  pages = {523--534}
}
Wang, S. and Yao, X. Using class imbalance learning for software defect prediction 2013 IEEE Transactions on Reliability
Vol. 62(2), pp. 434-443 
article  
BibTeX:
@article{wang2013using,
  author = {Wang, Shuo and Yao, Xin},
  title = {Using class imbalance learning for software defect prediction},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2013},
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}
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article  
BibTeX:
@article{wang2016non,
  author = {Wang, Tiejian and Zhang, Zhiwu and Jing, Xiaoyuan and Liu, Yanli},
  title = {Non-negative sparse-based SemiBoost for software defect prediction},
  journal = {Software Testing, Verification and Reliability},
  publisher = {Wiley Online Library},
  year = {2016},
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  pages = {498--515}
}
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Vol. 23(4), pp. 569-590 
article  
BibTeX:
@article{wang2016multiple,
  author = {Wang, Tiejian and Zhang, Zhiwu and Jing, Xiaoyuan and Zhang, Liqiang},
  title = {Multiple kernel ensemble learning for software defect prediction},
  journal = {Automated Software Engineering},
  publisher = {Springer},
  year = {2016},
  volume = {23},
  number = {4},
  pages = {569--590}
}
Wen, M., Wu, R. and Cheung, S.-C. How well do change sequences predict defects? sequence learning from software changes 2018 IEEE Transactions on Software Engineering  article  
BibTeX:
@article{wen2018well,
  author = {Wen, Ming and Wu, Rongxin and Cheung, Shing-Chi},
  title = {How well do change sequences predict defects? sequence learning from software changes},
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  publisher = {IEEE},
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}
Wen, M., Wu, R., Liu, Y., Tian, Y., Xie, X., Cheung, S.-C. and Su, Z. Exploring and exploiting the correlations between bug-inducing and bug-fixing commits 2019 Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering, pp. 326-337  inproceedings  
BibTeX:
@inproceedings{wen2019exploring,
  author = {Wen, Ming and Wu, Rongxin and Liu, Yepang and Tian, Yongqiang and Xie, Xuan and Cheung, Shing-Chi and Su, Zhendong},
  title = {Exploring and exploiting the correlations between bug-inducing and bug-fixing commits},
  booktitle = {Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering},
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}
Weyuker, E.J., Ostrand, T.J. and Bell, R.M. Using developer information as a factor for fault prediction 2007 Proceedings of the Third International Workshop on Predictor Models in Software Engineering, pp. 8  inproceedings  
BibTeX:
@inproceedings{weyuker2007using,
  author = {Weyuker, Elaine J and Ostrand, Thomas J and Bell, Robert M},
  title = {Using developer information as a factor for fault prediction},
  booktitle = {Proceedings of the Third International Workshop on Predictor Models in Software Engineering},
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  pages = {8}
}
Weyuker, E.J., Ostrand, T.J. and Bell, R.M. Do too many cooks spoil the broth? Using the number of developers to enhance defect prediction models 2008 Empirical Software Engineering
Vol. 13(5), pp. 539-559 
article  
BibTeX:
@article{weyuker2008too,
  author = {Weyuker, Elaine J and Ostrand, Thomas J and Bell, Robert M},
  title = {Do too many cooks spoil the broth? Using the number of developers to enhance defect prediction models},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2008},
  volume = {13},
  number = {5},
  pages = {539--559}
}
Wu, F., Jing, X.-Y., Sun, Y., Sun, J., Huang, L., Cui, F. and Sun, Y. Cross-project and within-project semisupervised software defect prediction: A unified approach 2018 IEEE Transactions on Reliability
Vol. 67(2), pp. 581-597 
article  
BibTeX:
@article{wu2018cross,
  author = {Wu, Fei and Jing, Xiao-Yuan and Sun, Ying and Sun, Jing and Huang, Lin and Cui, Fangyi and Sun, Yanfei},
  title = {Cross-project and within-project semisupervised software defect prediction: A unified approach},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2018},
  volume = {67},
  number = {2},
  pages = {581--597}
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BibTeX:
@inproceedings{wu2014influence,
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BibTeX:
@article{xia2016hydra,
  author = {Xia, Xin and Lo, David and Pan, Sinno Jialin and Nagappan, Nachiappan and Wang, Xinyu},
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  publisher = {IEEE},
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}
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BibTeX:
@inproceedings{xia2016predicting,
  author = {Xia, Xin and Shihab, Emad and Kamei, Yasutaka and Lo, David and Wang, Xinyu},
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  booktitle = {Proceedings of the 10th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement},
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BibTeX:
@article{xiao2018feedback,
  author = {Xiao, Peng and Liu, Bin and Wang, Shihai},
  title = {Feedback-based integrated prediction: Defect prediction based on feedback from software testing process},
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  publisher = {Elsevier},
  year = {2018},
  volume = {143},
  pages = {159--171}
}
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BibTeX:
@article{xu2019tstss,
  author = {Xu, Zhou and Li, Shuai and Luo, Xiapu and Liu, Jin and Zhang, Tao and Tang, Yutian and Xu, Jun and Yuan, Peipei and Keung, Jacky},
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  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2019},
  volume = {154},
  pages = {59--78}
}
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BibTeX:
@inproceedings{xu2018crossicpc,
  author = {Xu, Zhou and Li, Shuai and Tang, Yutian and Luo, Xiapu and Zhang, Tao and Liu, Jin and Xu, Jun},
  title = {Cross version defect prediction with representative data via sparse subset selection},
  booktitle = {Proceedings of the 26th Conference on Program Comprehension},
  year = {2018},
  pages = {132--143}
}
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BibTeX:
@article{xu2019ldfr,
  author = {Xu, Zhou and Li, Shuai and Xu, Jun and Liu, Jin and Luo, Xiapu and Zhang, Yifeng and Zhang, Tao and Keung, Jacky and Tang, Yutian},
  title = {LDFR: Learning deep feature representation for software defect prediction},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2019},
  volume = {158},
  pages = {110402}
}
Xu, Z., Liu, J., Luo, X., Yang, Z., Zhang, Y., Yuan, P., Tang, Y. and Zhang, T. Software defect prediction based on kernel PCA and weighted extreme learning machine 2019 Information and Software Technology
Vol. 106, pp. 182-200 
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BibTeX:
@article{xu2019software,
  author = {Xu, Zhou and Liu, Jin and Luo, Xiapu and Yang, Zijiang and Zhang, Yifeng and Yuan, Peipei and Tang, Yutian and Zhang, Tao},
  title = {Software defect prediction based on kernel PCA and weighted extreme learning machine},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2019},
  volume = {106},
  pages = {182--200}
}
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BibTeX:
@inproceedings{xu2018cross,
  author = {Xu, Zhou and Liu, Jin and Luo, Xiapu and Zhang, Tao},
  title = {Cross-version defect prediction via hybrid active learning with kernel principal component analysis},
  booktitle = {Proceedings of the 2018 IEEE 25th International Conference on Software Analysis, Evolution and Reengineering},
  year = {2018},
  pages = {209--220}
}
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BibTeX:
@inproceedings{xu2016impact,
  author = {Xu, Zhou and Liu, Jin and Yang, Zijiang and An, Gege and Jia, Xiangyang},
  title = {The impact of feature selection on defect prediction performance: An empirical comparison},
  booktitle = {Proceedings of the 2016 IEEE 27th International Symposium on Software Reliability Engineering},
  year = {2016},
  pages = {309--320}
}
Xu, Z., Pang, S., Zhang, T., Luo, X.-P., Liu, J., Tang, Y.-T., Yu, X. and Xue, L. Cross Project Defect Prediction via Balanced Distribution Adaptation Based Transfer Learning 2019 Journal of Computer Science and Technology
Vol. 34(5), pp. 1039-1062 
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BibTeX:
@article{xu2019cross,
  author = {Xu, Zhou and Pang, Shuai and Zhang, Tao and Luo, Xia-Pu and Liu, Jin and Tang, Yu-Tian and Yu, Xiao and Xue, Lei},
  title = {Cross Project Defect Prediction via Balanced Distribution Adaptation Based Transfer Learning},
  journal = {Journal of Computer Science and Technology},
  publisher = {Springer},
  year = {2019},
  volume = {34},
  number = {5},
  pages = {1039--1062}
}
Xu, Z., Xuan, J., Liu, J. and Cui, X. Michac: Defect prediction via feature selection based on maximal information coefficient with hierarchical agglomerative clustering 2016
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inproceedings  
BibTeX:
@inproceedings{xu2016michac,
  author = {Xu, Zhou and Xuan, Jifeng and Liu, Jin and Cui, Xiaohui},
  title = {Michac: Defect prediction via feature selection based on maximal information coefficient with hierarchical agglomerative clustering},
  booktitle = {Proceedings of the 2016 IEEE 23rd International Conference on Software Analysis, Evolution, and Reengineering (SANER)},
  year = {2016},
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}
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BibTeX:
@article{yadav2015fuzzy,
  author = {Yadav, Harikesh Bahadur and Yadav, Dilip Kumar},
  title = {A fuzzy logic based approach for phase-wise software defects prediction using software metrics},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2015},
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}
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BibTeX:
@inproceedings{yamashita2016thresholds,
  author = {Yamashita, Kazuhiro and Huang, Changyun and Nagappan, Meiyappan and Kamei, Yasutaka and Mockus, Audris and Hassan, Ahmed E and Ubayashi, Naoyasu},
  title = {Thresholds for size and complexity metrics: A case study from the perspective of defect density},
  booktitle = {Proceedings of 2016 IEEE international conference on software quality, reliability and security},
  year = {2016},
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}
Yan, M., Fang, Y., Lo, D., Xia, X. and Zhang, X. File-level defect prediction: Unsupervised vs. supervised models 2017 Proceedings of 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 344-353  inproceedings  
BibTeX:
@inproceedings{yan2017file,
  author = {Yan, Meng and Fang, Yicheng and Lo, David and Xia, Xin and Zhang, Xiaohong},
  title = {File-level defect prediction: Unsupervised vs. supervised models},
  booktitle = {Proceedings of 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement},
  year = {2017},
  pages = {344--353}
}
Yan, M., Zhang, X., Liu, C., Xu, L., Yang, M. and Yang, D. Automated change-prone class prediction on unlabeled dataset using unsupervised method 2017 Information and Software Technology
Vol. 92, pp. 1-16 
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BibTeX:
@article{yan2017automated,
  author = {Yan, Meng and Zhang, Xiaohong and Liu, Chao and Xu, Ling and Yang, Mengning and Yang, Dan},
  title = {Automated change-prone class prediction on unlabeled dataset using unsupervised method},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
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Yang, X., Lo, D., Xia, X. and Sun, J. TLEL: A two-layer ensemble learning approach for just-in-time defect prediction 2017 Information and Software Technology
Vol. 87, pp. 206-220 
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BibTeX:
@article{yang2017tlel,
  author = {Yang, Xinli and Lo, David and Xia, Xin and Sun, Jianling},
  title = {TLEL: A two-layer ensemble learning approach for just-in-time defect prediction},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
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  pages = {206--220}
}
Yang, X., Lo, D., Xia, X., Zhang, Y. and Sun, J. Deep learning for just-in-time defect prediction 2015 Proceedings of the 2015 IEEE International Conference on Software Quality, Reliability and Security, pp. 17-26  inproceedings  
BibTeX:
@inproceedings{yang2015deep,
  author = {Yang, Xinli and Lo, David and Xia, Xin and Zhang, Yun and Sun, Jianling},
  title = {Deep learning for just-in-time defect prediction},
  booktitle = {Proceedings of the 2015 IEEE International Conference on Software Quality, Reliability and Security},
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}
Yang, X., Tang, K. and Yao, X. A learning-to-rank approach to software defect prediction 2014 IEEE Transactions on Reliability
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BibTeX:
@article{yang2014learning,
  author = {Yang, Xiaoxing and Tang, Ke and Yao, Xin},
  title = {A learning-to-rank approach to software defect prediction},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2014},
  volume = {64},
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  pages = {234--246}
}
Yang, X. and Wen, W. Ridge and Lasso Regression Models for Cross-Version Defect Prediction 2018 IEEE Transactions on Reliability
Vol. 67(3), pp. 885-896 
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BibTeX:
@article{yang2018ridge,
  author = {Yang, Xiaoxing and Wen, Wushao},
  title = {Ridge and Lasso Regression Models for Cross-Version Defect Prediction},
  journal = {IEEE Transactions on Reliability},
  publisher = {IEEE},
  year = {2018},
  volume = {67},
  number = {3},
  pages = {885--896}
}
Yang, Y., Harman, M., Krinke, J., Islam, S., Binkley, D., Zhou, Y. and Xu, B. An empirical study on dependence clusters for effort-aware fault-proneness prediction 2016 Proceedings of the 31st IEEE/ACM International Conference on Automated Software Engineering, pp. 296-307  inproceedings  
BibTeX:
@inproceedings{yang2016empirical,
  author = {Yang, Yibiao and Harman, Mark and Krinke, Jens and Islam, Syed and Binkley, David and Zhou, Yuming and Xu, Baowen},
  title = {An empirical study on dependence clusters for effort-aware fault-proneness prediction},
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  year = {2016},
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}
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BibTeX:
@inproceedings{yang2016effort,
  author = {Yang, Yibiao and Zhou, Yuming and Liu, Jinping and Zhao, Yangyang and Lu, Hongmin and Xu, Lei and Xu, Baowen and Leung, Hareton},
  title = {Effort-aware just-in-time defect prediction: simple unsupervised models could be better than supervised models},
  booktitle = {Proceedings of the 2016 24th ACM SIGSOFT International Symposium on Foundations of Software Engineering},
  year = {2016},
  pages = {157--168}
}
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Vol. 41(4), pp. 331-357 
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BibTeX:
@article{yang2014slice,
  author = {Yang, Yibiao and Zhou, Yuming and Lu, Hongmin and Chen, Lin and Chen, Zhenyu and Xu, Baowen and Leung, Hareton and Zhang, Zhenyu},
  title = {Are slice-based cohesion metrics actually useful in effort-aware post-release fault-proneness prediction? An empirical study},
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  publisher = {IEEE},
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Vol. 132, pp. 366-378 
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BibTeX:
@article{yu2017feature,
  author = {Yu, Qiao and Jiang, Shujuan and Zhang, Yanmei},
  title = {A feature matching and transfer approach for cross-company defect prediction},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2017},
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}
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BibTeX:
@article{yu2018conpredictor,
  author = {Yu, Tingting and Wen, Wei and Han, Xue and Hayes, Jane},
  title = {ConPredictor: Concurrency Defect Prediction in Real-World Applications},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2018}
}
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BibTeX:
@inproceedings{yu2019empirical,
  author = {Yu, Xiao and Bennin, Kwabena Ebo and Liu, Jin and Keung, Jacky Wai and Yin, Xiaofei and Xu, Zhou},
  title = {An Empirical Study of Learning to Rank Techniques for Effort-Aware Defect Prediction},
  booktitle = {Proceedings of the 2019 IEEE 26th International Conference on Software Analysis, Evolution and Reengineering},
  year = {2019},
  pages = {298--309}
}
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BibTeX:
@article{yu2019improving,
  author = {Yu, Xiao and Liu, Jin and Keung, Jacky Wai and Li, Qing and Bennin, Kwabena Ebo and Xu, Zhou and Wang, Junping and Cui, Xiaohui},
  title = {Improving Ranking-Oriented Defect Prediction Using a Cost-Sensitive Ranking SVM},
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  publisher = {IEEE},
  year = {2019}
}
Yu, X., Liu, J., Yang, Z., Jia, X., Ling, Q. and Ye, S. Learning from imbalanced data for predicting the number of software defects 2017 Proceedings of the 2017 IEEE 28th International Symposium on Software Reliability Engineering, pp. 78-89  inproceedings  
BibTeX:
@inproceedings{yu2017learning,
  author = {Yu, Xiao and Liu, Jin and Yang, Zijiang and Jia, Xiangyang and Ling, Qi and Ye, Sizhe},
  title = {Learning from imbalanced data for predicting the number of software defects},
  booktitle = {Proceedings of the 2017 IEEE 28th International Symposium on Software Reliability Engineering},
  year = {2017},
  pages = {78--89}
}
Zhang, D., Chen, X., Cui, Z. and Ju, X. Software Defect Prediction Model Sharing Under Differential Privacy 2018 Proceedings of 2018 IEEE Advanced & Trusted Computing, pp. 1547-1554  inproceedings  
BibTeX:
@inproceedings{zhang2018software,
  author = {Zhang, Dun and Chen, Xiang and Cui, Zhanqi and Ju, Xiaolin},
  title = {Software Defect Prediction Model Sharing Under Differential Privacy},
  booktitle = {Proceedings of 2018 IEEE Advanced & Trusted Computing},
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  pages = {1547--1554}
}
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Vol. 43(5), pp. 476-491 
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BibTeX:
@article{zhang2016use,
  author = {Zhang, Feng and Hassan, Ahmed E and McIntosh, Shane and Zou, Ying},
  title = {The use of summation to aggregate software metrics hinders the performance of defect prediction models},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2016},
  volume = {43},
  number = {5},
  pages = {476--491}
}
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BibTeX:
@article{zhang2017data,
  author = {Zhang, Feng and Keivanloo, Iman and Zou, Ying},
  title = {Data transformation in cross-project defect prediction},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2017},
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  pages = {3186--3218}
}
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BibTeX:
@inproceedings{zhang2014towards,
  author = {Zhang, Feng and Mockus, Audris and Keivanloo, Iman and Zou, Ying},
  title = {Towards building a universal defect prediction model},
  booktitle = {Proceedings of the 11th Working Conference on Mining Software Repositories},
  year = {2014},
  pages = {182--191}
}
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Vol. 21(5), pp. 2107-2145 
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BibTeX:
@article{zhang2016towards,
  author = {Zhang, Feng and Mockus, Audris and Keivanloo, Iman and Zou, Ying},
  title = {Towards building a universal defect prediction model with rank transformed predictors},
  journal = {Empirical Software Engineering},
  publisher = {Springer},
  year = {2016},
  volume = {21},
  number = {5},
  pages = {2107--2145}
}
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BibTeX:
@inproceedings{zhang2016cross,
  author = {Zhang, Feng and Zheng, Quan and Zou, Ying and Hassan, Ahmed E},
  title = {Cross-project defect prediction using a connectivity-based unsupervised classifier},
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  year = {2016},
  pages = {309--320}
}
Zhang, H. An investigation of the relationships between lines of code and defects 2009 Proceedings of the 2009 IEEE International Conference on Software Maintenance, pp. 274-283  inproceedings  
BibTeX:
@inproceedings{zhang2009investigation,
  author = {Zhang, Hongyu},
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  pages = {274--283}
}
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BibTeX:
@inproceedings{zhang2013cost,
  author = {Zhang, Hongyu and Cheung, SC},
  title = {A cost-effectiveness criterion for applying software defect prediction models},
  booktitle = {Proceedings of the 2013 9th Joint Meeting on Foundations of Software Engineering},
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BibTeX:
@article{zhang2019file,
  author = {Zhang, Weiqiang and Cheung, Shing-Chi and Chen, Zhenyu and Zhou, Yuming and Luo, Bin},
  title = {File-level socio-technical congruence and its relationship with bug proneness in OSS projects},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2019},
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}
Zhang, X., Ben, K. and Zeng, J. Cross-entropy: A new metric for software defect prediction 2018 Proceedings of 2018 IEEE International Conference on Software Quality, Reliability and Security, pp. 111-122  inproceedings  
BibTeX:
@inproceedings{zhang2018cross,
  author = {Zhang, Xian and Ben, Kerong and Zeng, Jie},
  title = {Cross-entropy: A new metric for software defect prediction},
  booktitle = {Proceedings of 2018 IEEE International Conference on Software Quality, Reliability and Security},
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Vol. 2Proceedings of 2015 IEEE 39th Annual Computer Software and Applications Conference, pp. 264-269 
inproceedings  
BibTeX:
@inproceedings{zhang2015empirical,
  author = {Zhang, Yun and Lo, David and Xia, Xin and Sun, Jianling},
  title = {An empirical study of classifier combination for cross-project defect prediction},
  booktitle = {Proceedings of 2015 IEEE 39th Annual Computer Software and Applications Conference},
  year = {2015},
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  pages = {264--269}
}
Zhang, Z.-W., Jing, X.-Y. and Wang, T.-J. Label propagation based semi-supervised learning for software defect prediction 2017 Automated Software Engineering
Vol. 24(1), pp. 47-69 
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BibTeX:
@article{zhang2017label,
  author = {Zhang, Zhi-Wu and Jing, Xiao-Yuan and Wang, Tie-Jian},
  title = {Label propagation based semi-supervised learning for software defect prediction},
  journal = {Automated Software Engineering},
  publisher = {Springer},
  year = {2017},
  volume = {24},
  number = {1},
  pages = {47--69}
}
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Vol. 24(2), pp. 393-453 
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BibTeX:
@article{zhao2017understanding,
  author = {Zhao, Yangyang and Yang, Yibiao and Lu, Hongmin and Liu, Jinping and Leung, Hareton and Wu, Yansong and Zhou, Yuming and Xu, Baowen},
  title = {Understanding the value of considering client usage context in package cohesion for fault-proneness prediction},
  journal = {Automated software engineering},
  publisher = {Springer},
  year = {2017},
  volume = {24},
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Vol. 57, pp. 186-203 
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BibTeX:
@article{zhao2015empirical,
  author = {Zhao, Yangyang and Yang, Yibiao and Lu, Hongmin and Zhou, Yuming and Song, Qinbao and Xu, Baowen},
  title = {An empirical analysis of package-modularization metrics: Implications for software fault-proneness},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
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Vol. 114, pp. 204-216 
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BibTeX:
@article{zhou2019improving,
  author = {Zhou, Tianchi and Sun, Xiaobing and Xia, Xin and Li, Bin and Chen, Xiang},
  title = {Improving defect prediction with deep forest},
  journal = {Information and Software Technology},
  publisher = {Elsevier},
  year = {2019},
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Zhou, Y. and Leung, H. Empirical analysis of object-oriented design metrics for predicting high and low severity faults 2006 IEEE Transactions on software engineering
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article  
BibTeX:
@article{zhou2006empirical,
  author = {Zhou, Yuming and Leung, Hareton},
  title = {Empirical analysis of object-oriented design metrics for predicting high and low severity faults},
  journal = {IEEE Transactions on software engineering},
  publisher = {IEEE},
  year = {2006},
  volume = {32},
  number = {10},
  pages = {771--789}
}
Zhou, Y., Leung, H. and Xu, B. Examining the potentially confounding effect of class size on the associations between object-oriented metrics and change-proneness 2009 IEEE Transactions on Software Engineering
Vol. 35(5), pp. 607-623 
article  
BibTeX:
@article{zhou2009examining,
  author = {Zhou, Yuming and Leung, Hareton and Xu, Baowen},
  title = {Examining the potentially confounding effect of class size on the associations between object-oriented metrics and change-proneness},
  journal = {IEEE Transactions on Software Engineering},
  publisher = {IEEE},
  year = {2009},
  volume = {35},
  number = {5},
  pages = {607--623}
}
Zhou, Y., Xu, B. and Leung, H. On the ability of complexity metrics to predict fault-prone classes in object-oriented systems 2010 Journal of Systems and Software
Vol. 83(4), pp. 660-674 
article  
BibTeX:
@article{zhou2010ability,
  author = {Zhou, Yuming and Xu, Baowen and Leung, Hareton},
  title = {On the ability of complexity metrics to predict fault-prone classes in object-oriented systems},
  journal = {Journal of Systems and Software},
  publisher = {Elsevier},
  year = {2010},
  volume = {83},
  number = {4},
  pages = {660--674}
}
Zhou, Y., Xu, B., Leung, H. and Chen, L. An in-depth study of the potentially confounding effect of class size in fault prediction 2014 ACM Transactions on Software Engineering and Methodology
Vol. 23(1), pp. 10 
article  
BibTeX:
@article{zhou2014depth,
  author = {Zhou, Yuming and Xu, Baowen and Leung, Hareton and Chen, Lin},
  title = {An in-depth study of the potentially confounding effect of class size in fault prediction},
  journal = {ACM Transactions on Software Engineering and Methodology},
  publisher = {ACM},
  year = {2014},
  volume = {23},
  number = {1},
  pages = {10}
}
Zhou, Y., Yang, Y., Lu, H., Chen, L., Li, Y., Zhao, Y., Qian, J. and Xu, B. How far we have progressed in the journey? an examination of cross-project defect prediction 2018 ACM Transactions on Software Engineering and Methodology
Vol. 27(1), pp. 1 
article  
BibTeX:
@article{zhou2018far,
  author = {Zhou, Yuming and Yang, Yibiao and Lu, Hongmin and Chen, Lin and Li, Yanhui and Zhao, Yangyang and Qian, Junyan and Xu, Baowen},
  title = {How far we have progressed in the journey? an examination of cross-project defect prediction},
  journal = {ACM Transactions on Software Engineering and Methodology},
  publisher = {ACM},
  year = {2018},
  volume = {27},
  number = {1},
  pages = {1}
}
Zhu, X., Niu, B., Whitehead Jr, E.J. and Sun, Z. An empirical study of software change classification with imbalance data-handling methods 2018 Software: Practice and Experience
Vol. 48(11), pp. 1968-1999 
article  
BibTeX:
@article{zhu2018empirical,
  author = {Zhu, Xiaoyan and Niu, Binbin and Whitehead Jr, E James and Sun, Zhongbin},
  title = {An empirical study of software change classification with imbalance data-handling methods},
  journal = {Software: Practice and Experience},
  publisher = {Wiley Online Library},
  year = {2018},
  volume = {48},
  number = {11},
  pages = {1968--1999}
}
Zimmermann, T. and Nagappan, N. Predicting subsystem failures using dependency graph complexities 2007 Proceedings of The 18th IEEE International Symposium on Software Reliability, pp. 227-236  inproceedings  
BibTeX:
@inproceedings{Zimmermann2007,
  author = {Zimmermann, Thomas and Nagappan, Nachiappan},
  title = {Predicting subsystem failures using dependency graph complexities},
  booktitle = {Proceedings of The 18th IEEE International Symposium on Software Reliability},
  year = {2007},
  pages = {227--236}
}
Zimmermann, T. and Nagappan, N. Predicting defects using network analysis on dependency graphs 2008 Proceedings of the International Conference on Software Engineering, pp. 531-540  inproceedings  
BibTeX:
@inproceedings{zimmermann2008predicting,
  author = {Zimmermann, Thomas and Nagappan, Nachiappan},
  title = {Predicting defects using network analysis on dependency graphs},
  booktitle = {Proceedings of the International Conference on Software Engineering},
  year = {2008},
  pages = {531--540}
}
Zimmermann, T., Nagappan, N., Gall, H., Giger, E. and Murphy, B. Cross-project defect prediction: a large scale experiment on data vs. domain vs. process 2009 Proceedings of the the 7th joint meeting of the European software engineering conference and the ACM SIGSOFT symposium on The foundations of software engineering, pp. 91-100  inproceedings  
BibTeX:
@inproceedings{zimmermann2009cross,
  author = {Zimmermann, Thomas and Nagappan, Nachiappan and Gall, Harald and Giger, Emanuel and Murphy, Brendan},
  title = {Cross-project defect prediction: a large scale experiment on data vs. domain vs. process},
  booktitle = {Proceedings of the the 7th joint meeting of the European software engineering conference and the ACM SIGSOFT symposium on The foundations of software engineering},
  year = {2009},
  pages = {91--100}
}
Zimmermann, T., Nagappan, N. and Williams, L. Searching for a needle in a haystack: Predicting security vulnerabilities for windows vista 2010 Proceedings of the 2010 Third International Conference on Software Testing, Verification and Validation, pp. 421-428  inproceedings  
BibTeX:
@inproceedings{zimmermann2010searching,
  author = {Zimmermann, Thomas and Nagappan, Nachiappan and Williams, Laurie},
  title = {Searching for a needle in a haystack: Predicting security vulnerabilities for windows vista},
  booktitle = {Proceedings of the 2010 Third International Conference on Software Testing, Verification and Validation},
  year = {2010},
  pages = {421--428}
}
Zimmermann, T., Premraj, R. and Zeller, A. Predicting defects for eclipse 2007 Proceedings of Third International Workshop on Predictor Models in Software Engineering, pp. 9-9  inproceedings  
BibTeX:
@inproceedings{zimmermann2007predicting,
  author = {Zimmermann, Thomas and Premraj, Rahul and Zeller, Andreas},
  title = {Predicting defects for eclipse},
  booktitle = {Proceedings of Third International Workshop on Predictor Models in Software Engineering},
  year = {2007},
  pages = {9--9}
}