An automatically created novel bug dataset and its validation in bug prediction

Bugs are inescapable during software development due to frequent code changes, tight deadlines, etc.; therefore, it is important to have tools to find these errors. One way of performing bug identification is to analyze the characteristics of buggy source code elements from the past and predict the...

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Published inThe Journal of systems and software Vol. 169; p. 110691
Main Authors Ferenc, Rudolf, Gyimesi, Péter, Gyimesi, Gábor, Tóth, Zoltán, Gyimóthy, Tibor
Format Journal Article
LanguageEnglish
Published Elsevier Inc 01.11.2020
Subjects
Bug dataset
Bug prediction
Code metrics
GitHub
Machine learning
Static code analysis
Bug prediction
Bug dataset
Code metrics
GitHub
Static code analysis
Machine learning
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Abstract Bugs are inescapable during software development due to frequent code changes, tight deadlines, etc.; therefore, it is important to have tools to find these errors. One way of performing bug identification is to analyze the characteristics of buggy source code elements from the past and predict the present ones based on the same characteristics, using e.g. machine learning models. To support model building tasks, code elements and their characteristics are collected in so-called bug datasets which serve as the input for learning. We present the BugHunter Dataset: a novel kind of automatically constructed and freely available bug dataset containing code elements (files, classes, methods) with a wide set of code metrics and bug information. Other available bug datasets follow the traditional approach of gathering the characteristics of all source code elements (buggy and non-buggy) at only one or more pre-selected release versions of the code. Our approach, on the other hand, captures the buggy and the fixed states of the same source code elements from the narrowest timeframe we can identify for a bug’s presence, regardless of release versions. To show the usefulness of the new dataset, we built and evaluated bug prediction models and achieved F-measure values over 0.74. •Proposing a novel kind of bug dataset that captures before- and after-fix states.•Predicting faults at method level is more accurate than at class and file levels.•Using method level metrics for class level bug prediction performed the best.•The novel dataset moderates the uncertainty of labeling elements as buggy.
AbstractList Bugs are inescapable during software development due to frequent code changes, tight deadlines, etc.; therefore, it is important to have tools to find these errors. One way of performing bug identification is to analyze the characteristics of buggy source code elements from the past and predict the present ones based on the same characteristics, using e.g. machine learning models. To support model building tasks, code elements and their characteristics are collected in so-called bug datasets which serve as the input for learning. We present the BugHunter Dataset: a novel kind of automatically constructed and freely available bug dataset containing code elements (files, classes, methods) with a wide set of code metrics and bug information. Other available bug datasets follow the traditional approach of gathering the characteristics of all source code elements (buggy and non-buggy) at only one or more pre-selected release versions of the code. Our approach, on the other hand, captures the buggy and the fixed states of the same source code elements from the narrowest timeframe we can identify for a bug’s presence, regardless of release versions. To show the usefulness of the new dataset, we built and evaluated bug prediction models and achieved F-measure values over 0.74. •Proposing a novel kind of bug dataset that captures before- and after-fix states.•Predicting faults at method level is more accurate than at class and file levels.•Using method level metrics for class level bug prediction performed the best.•The novel dataset moderates the uncertainty of labeling elements as buggy.
ArticleNumber 110691
Author Ferenc, Rudolf
Gyimóthy, Tibor
Tóth, Zoltán
Gyimesi, Gábor
Gyimesi, Péter
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  organization: Department of Software Engineering, University of Szeged, Hungary
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Cites_doi 10.1109/TSE.2013.11
10.1109/TR.2013.2259203
10.1023/A:1018991717352
10.1007/s10994-005-0466-3
10.1109/TSE.2005.112
10.1214/aoms/1177731944
10.1109/TKDE.2008.239
10.1109/TSE.2005.49
10.1109/TSE.2006.102
10.1109/TSE.2017.2724538
10.1109/52.50773
10.1145/2915970.2916007
10.1016/j.scico.2009.02.007
10.1037/0033-2909.112.1.155
10.2307/3001968
10.1109/TSE.2007.70725
10.1109/32.295895
10.1049/iet-sen.2017.0148
10.1016/j.eswa.2008.10.027
10.1145/2629648
10.1109/32.544352
10.1109/TSE.2017.2780222
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Keywords Bug prediction
Bug dataset
Code metrics
GitHub
Static code analysis
Machine learning
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References Dallmeier, Zimmermann (b18) 2007
Catal, Diri (b12) 2009; 36
Nemenyi (b42) 1963
Li, Jing, Zhu (b38) 2018; 12
Ma, Guo, Cukic (b40) 2006
Bellon, Koschke, Antoniol, Krinke, Merlo (b6) 2007; 33
He, Garcia (b29) 2009; 21
Kalliamvakou, Gousios, Blincoe, Singer, German, Damian (b34) 2014
Ghotra, McIntosh, Hassan (b24) 2015
Rosenthal, Cooper, Hedges (b48) 1994
Porter, Selby (b46) 1990; 7
Saha, Lease, Khurshid, Perry (b50) 2013
Williams, Spacco (b61) 2008
Wang, Yao (b59) 2013; 62
Śliwerski, Zimmermann, Zeller (b54) 2005
Kohavi (b36) 1995
Coles (b15) 2018
Ostrand, Weyuker, Bell (b44) 2007
Bán, Ferenc, Siket, Kiss, Gyimóthy (b3) 2018
Johnson, Song, Murphy-Hill, Bowdidge (b32) 2013
Wu, Zhang, Kim, Cheung (b62) 2011
D’Ambros, Lanza, Robbes (b19) 2010
Wilcoxon (b60) 1945; 1
Gyimesi, Gyimesi, Tóth, Ferenc (b25) 2015
Wang, Lin, Zhang, Hu (b57) 2010
Zhou, Leung (b63) 2006; 32
Petrić, J., Bowes, D., Hall, T., Christianson, B., Baddoo, N., 2016. The jinx on the NASA software defect data sets. In: Proceedings of the 20th International Conference on Evaluation and Assessment in Software Engineering. pp. 1–5.
Bán, Ferenc (b2) 2014
Cohen (b14) 1992; 112
Couto, Silva, Valente, Bigonha, Anquetil (b16) 2012
Jureczko, Madeyski (b33) 2010
Roy, Cordy, Koschke (b49) 2009; 74
Kim, Zimmermann, Pan, Whitehead Jr (b35) 2006
Bakota, Hegedus, Kortvelyesi, Ferenc, Gyimothy (b1) 2011
Zhou, Zhang, Lo (b64) 2012
Hall, Zhang, Bowes, Sun (b27) 2014; 23
Boehm, Abts, Chulani (b8) 2000; 10
Zimmermann, Premraj, Zeller (b65) 2007
Bowes, Hall, Harman, Jia, Sarro, Wu (b10) 2016
Fischer, Pinzger, Gall (b22) 2003
Davies, Roper, Wood (b20) 2012
Boogerd, Moonen (b9) 2008
Harman, Islam, Jia, Minku, Sarro, Srivisut (b28) 2014
Quinlan (b47) 1993
Mockus, Votta (b41) 2000
Tóth, Gyimesi, Ferenc (b55) 2016
Dallmeier, Zimmermann (b17) 2007
Gyimothy, Ferenc, Siket (b26) 2005; 31
Toth, Novak, Ferenc, Siket (b56) 2013
Ostrand, Weyuker, Bell (b43) 2005; 31
Shirabad, Menzies (b53) 2005
Bird, Rigby, Barr, Hamilton, German, Devanbu (b7) 2009
Landwehr, Hall, Frank (b37) 2005; 95
Bruntink, Van Deursen (b11) 2004
Friedman (b23) 1940; 11
Herbold, Trautsch, Grabowski (b30) 2018; 44
Chidamber, Kemerer (b13) 1994; 20
Shippey, Hall, Counsell, Bowes (b52) 2016
Dyer, Nguyen, Rajan, Nguyen (b21) 2013
Shepperd, Song, Sun, Mair (b51) 2013; 39
Basili, Briand, Melo (b5) 1996; 22
Li, Jing, Zhu, Zhang, Xu, Ying (b39) 2019; 45
Wang, Lo (b58) 2014
(b31) 2018
Bangcharoensap, Ihara, Kamei, Matsumoto (b4) 2012
Roy (10.1016/j.jss.2020.110691_b49) 2009; 74
D’Ambros (10.1016/j.jss.2020.110691_b19) 2010
Mockus (10.1016/j.jss.2020.110691_b41) 2000
Basili (10.1016/j.jss.2020.110691_b5) 1996; 22
Bán (10.1016/j.jss.2020.110691_b2) 2014
Herbold (10.1016/j.jss.2020.110691_b30) 2018; 44
Coles (10.1016/j.jss.2020.110691_b15) 2018
Shirabad (10.1016/j.jss.2020.110691_b53) 2005
Tóth (10.1016/j.jss.2020.110691_b55) 2016
Shepperd (10.1016/j.jss.2020.110691_b51) 2013; 39
Friedman (10.1016/j.jss.2020.110691_b23) 1940; 11
Quinlan (10.1016/j.jss.2020.110691_b47) 1993
Rosenthal (10.1016/j.jss.2020.110691_b48) 1994
Wang (10.1016/j.jss.2020.110691_b57) 2010
Bowes (10.1016/j.jss.2020.110691_b10) 2016
Kim (10.1016/j.jss.2020.110691_b35) 2006
Li (10.1016/j.jss.2020.110691_b39) 2019; 45
(10.1016/j.jss.2020.110691_b31) 2018
Hall (10.1016/j.jss.2020.110691_b27) 2014; 23
Boogerd (10.1016/j.jss.2020.110691_b9) 2008
Li (10.1016/j.jss.2020.110691_b38) 2018; 12
Catal (10.1016/j.jss.2020.110691_b12) 2009; 36
Bakota (10.1016/j.jss.2020.110691_b1) 2011
Kalliamvakou (10.1016/j.jss.2020.110691_b34) 2014
Jureczko (10.1016/j.jss.2020.110691_b33) 2010
Kohavi (10.1016/j.jss.2020.110691_b36) 1995
Bellon (10.1016/j.jss.2020.110691_b6) 2007; 33
Ghotra (10.1016/j.jss.2020.110691_b24) 2015
Johnson (10.1016/j.jss.2020.110691_b32) 2013
Fischer (10.1016/j.jss.2020.110691_b22) 2003
Couto (10.1016/j.jss.2020.110691_b16) 2012
Ostrand (10.1016/j.jss.2020.110691_b43) 2005; 31
Wang (10.1016/j.jss.2020.110691_b58) 2014
Dallmeier (10.1016/j.jss.2020.110691_b18) 2007
Dyer (10.1016/j.jss.2020.110691_b21) 2013
Landwehr (10.1016/j.jss.2020.110691_b37) 2005; 95
Davies (10.1016/j.jss.2020.110691_b20) 2012
Bán (10.1016/j.jss.2020.110691_b3) 2018
Williams (10.1016/j.jss.2020.110691_b61) 2008
Cohen (10.1016/j.jss.2020.110691_b14) 1992; 112
Gyimothy (10.1016/j.jss.2020.110691_b26) 2005; 31
Zhou (10.1016/j.jss.2020.110691_b64) 2012
Harman (10.1016/j.jss.2020.110691_b28) 2014
10.1016/j.jss.2020.110691_b45
Chidamber (10.1016/j.jss.2020.110691_b13) 1994; 20
Ma (10.1016/j.jss.2020.110691_b40) 2006
Porter (10.1016/j.jss.2020.110691_b46) 1990; 7
Toth (10.1016/j.jss.2020.110691_b56) 2013
Wang (10.1016/j.jss.2020.110691_b59) 2013; 62
He (10.1016/j.jss.2020.110691_b29) 2009; 21
Zhou (10.1016/j.jss.2020.110691_b63) 2006; 32
Wilcoxon (10.1016/j.jss.2020.110691_b60) 1945; 1
Śliwerski (10.1016/j.jss.2020.110691_b54) 2005
Saha (10.1016/j.jss.2020.110691_b50) 2013
Ostrand (10.1016/j.jss.2020.110691_b44) 2007
Dallmeier (10.1016/j.jss.2020.110691_b17) 2007
Bruntink (10.1016/j.jss.2020.110691_b11) 2004
Gyimesi (10.1016/j.jss.2020.110691_b25) 2015
Nemenyi (10.1016/j.jss.2020.110691_b42) 1963
Shippey (10.1016/j.jss.2020.110691_b52) 2016
Wu (10.1016/j.jss.2020.110691_b62) 2011
Boehm (10.1016/j.jss.2020.110691_b8) 2000; 10
Bird (10.1016/j.jss.2020.110691_b7) 2009
Zimmermann (10.1016/j.jss.2020.110691_b65) 2007
Bangcharoensap (10.1016/j.jss.2020.110691_b4) 2012
References_xml – start-page: 9
  year: 2007
  ident: b65
  article-title: Predicting defects for eclipse
  publication-title: Predictor Models in Software Engineering, 2007. PROMISE’07: ICSE Workshops 2007. International Workshop on
  contributor:
    fullname: Zeller
– start-page: 223
  year: 2012
  end-page: 232
  ident: b16
  article-title: Uncovering causal relationships between software metrics and bugs
  publication-title: Software Maintenance and Reengineering (CSMR), 2012 16th European Conference on
  contributor:
    fullname: Anquetil
– year: 2012
  ident: b64
  article-title: Where should the bugs be fixed? more accurate information retrieval-based bug localization based on bug reports
  publication-title: 2012 34th International Conference on Software Engineering (ICSE)
  contributor:
    fullname: Lo
– start-page: 92
  year: 2014
  end-page: 101
  ident: b34
  article-title: The promises and perils of mining github
  publication-title: MSR 2014 Proceedings of the 11th Working Conference on Mining Software Repositories
  contributor:
    fullname: Damian
– volume: 45
  start-page: 391
  year: 2019
  end-page: 411
  ident: b39
  article-title: On the multiple sources and privacy preservation issues for heterogeneous defect prediction
  publication-title: IEEE Transactions on Software Engineering
  contributor:
    fullname: Ying
– start-page: 237
  year: 2006
  end-page: 265
  ident: b40
  article-title: A statistical framework for the prediction of fault-proneness
  publication-title: Advances in Machine Learning Application in Software Engineering
  contributor:
    fullname: Cukic
– year: 2018
  ident: b31
  article-title: Jhawk
– start-page: 243
  year: 2011
  end-page: 252
  ident: b1
  article-title: A probabilistic software quality model
  publication-title: Software Maintenance (ICSM), 2011 27th IEEE International Conference on
  contributor:
    fullname: Gyimothy
– year: 2010
  ident: b57
  article-title: Detect related bugs from source code using bug information
  publication-title: Computer Software and Applications Conference (COMPSAC)
  contributor:
    fullname: Hu
– volume: 95
  start-page: 161
  year: 2005
  end-page: 205
  ident: b37
  article-title: Logistic model trees
  publication-title: Mach. Learn.
  contributor:
    fullname: Frank
– year: 1993
  ident: b47
  article-title: C4.5: Programs for Machine Learning
  contributor:
    fullname: Quinlan
– start-page: 1
  year: 2005
  end-page: 5
  ident: b54
  article-title: When do changes induce fixes?
  publication-title: ACM Sigsoft Software Engineering Notes, Vol. 30
  contributor:
    fullname: Zeller
– start-page: 1
  year: 2009
  end-page: 10
  ident: b7
  article-title: The promises and perils of mining git
  publication-title: Mining Software Repositories, 2009. MSR ’09. 6th IEEE International Working Conference on
  contributor:
    fullname: Devanbu
– volume: 12
  start-page: 161
  year: 2018
  end-page: 175
  ident: b38
  article-title: Progress on approaches to software defect prediction
  publication-title: IET Softw.
  contributor:
    fullname: Zhu
– start-page: 136
  year: 2004
  end-page: 145
  ident: b11
  article-title: Predicting class testability using object-oriented metrics
  publication-title: Source Code Analysis and Manipulation, 2004. Fourth IEEE International Workshop on
  contributor:
    fullname: Van Deursen
– volume: 31
  start-page: 340
  year: 2005
  end-page: 355
  ident: b43
  article-title: Predicting the location and number of faults in large software systems
  publication-title: IEEE Trans. Softw. Eng.
  contributor:
    fullname: Bell
– volume: 1
  start-page: 80
  year: 1945
  end-page: 83
  ident: b60
  article-title: Individual comparisons by ranking methods
  publication-title: Biom. Bull.
  contributor:
    fullname: Wilcoxon
– volume: 21
  start-page: 1263
  year: 2009
  end-page: 1284
  ident: b29
  article-title: Learning from imbalanced data
  publication-title: IEEE Trans. Knowl. Data Eng.
  contributor:
    fullname: Garcia
– start-page: 345
  year: 2013
  end-page: 355
  ident: b50
  article-title: Improving bug localization using structured information retrieval
  publication-title: Automated Software Engineering (ASE), 2013 IEEE/ACM 28th International Conference on
  contributor:
    fullname: Perry
– volume: 23
  start-page: 33
  year: 2014
  ident: b27
  article-title: Some code smells have a significant but small effect on faults
  publication-title: ACM Trans. Softw. Eng. Methodol. (TOSEM)
  contributor:
    fullname: Sun
– volume: 62
  start-page: 434
  year: 2013
  end-page: 443
  ident: b59
  article-title: Using class imbalance learning for software defect prediction
  publication-title: IEEE Trans. Reliab.
  contributor:
    fullname: Yao
– volume: 7
  start-page: 46
  year: 1990
  end-page: 54
  ident: b46
  article-title: Empirically guided software development using metric-based classification trees
  publication-title: IEEE Softw.
  contributor:
    fullname: Selby
– start-page: 672
  year: 2013
  end-page: 681
  ident: b32
  article-title: Why don’t software developers use static analysis tools to find bugs?
  publication-title: 2013 35th International Conference on Software Engineering (ICSE)
  contributor:
    fullname: Bowdidge
– start-page: 219
  year: 2007
  end-page: 227
  ident: b44
  article-title: Automating algorithms for the identification of fault-prone files
  publication-title: Proceedings of the 2007 International Symposium on Software Testing and Analysis
  contributor:
    fullname: Bell
– year: 2005
  ident: b53
  article-title: The PROMISE Repository of Software Engineering Databases, Vol. 24
  contributor:
    fullname: Menzies
– volume: 10
  start-page: 177
  year: 2000
  end-page: 205
  ident: b8
  article-title: Software development cost estimation approaches — A survey
  publication-title: Ann. Softw. Eng.
  contributor:
    fullname: Chulani
– year: 2018
  ident: b15
  article-title: Pitest mutation framework
  contributor:
    fullname: Coles
– start-page: 32
  year: 2008
  end-page: 36
  ident: b61
  article-title: Szz revisited: verifying when changes induce fixes
  publication-title: Proceedings of the 2008 Workshop on Defects in Large Software Systems
  contributor:
    fullname: Spacco
– start-page: 10
  year: 2012
  end-page: 15
  ident: b4
  article-title: Locating source code to be fixed based on initial bug reports - A case study on the eclipse project
  publication-title: Empirical Software Engineering in Practice (IWESEP), 2012 Fourth International Workshop on
  contributor:
    fullname: Matsumoto
– start-page: 81
  year: 2006
  end-page: 90
  ident: b35
  article-title: Automatic identification of bug-introducing changes
  publication-title: Automated Software Engineering, 2006. ASE’06. 21st IEEE/ACM International Conference on
  contributor:
    fullname: Whitehead Jr
– start-page: 1
  year: 2018
  end-page: 25
  ident: b3
  article-title: Prediction models for performance, power, and energy efficiency of software executed on heterogeneous hardware
  publication-title: J. Supercomput.
  contributor:
    fullname: Gyimóthy
– start-page: 9
  year: 2010
  ident: b33
  article-title: Towards identifying software project clusters with regard to defect prediction
  publication-title: Proceedings of the 6th International Conference on Predictive Models in Software Engineering
  contributor:
    fullname: Madeyski
– start-page: 625
  year: 2016
  end-page: 638
  ident: b55
  article-title: A public bug database of github projects and its application in bug prediction
  publication-title: International Conference on Computational Science and Its Applications
  contributor:
    fullname: Ferenc
– start-page: 31
  year: 2010
  end-page: 41
  ident: b19
  article-title: An extensive comparison of bug prediction approaches
  publication-title: Proceedings of MSR 2010 (7th IEEE Working Conference on Mining Software Repositories)
  contributor:
    fullname: Robbes
– volume: 22
  start-page: 751
  year: 1996
  end-page: 761
  ident: b5
  article-title: A validation of object-oriented design metrics as quality indicators
  publication-title: IEEE Trans. Softw. Eng.
  contributor:
    fullname: Melo
– year: 1963
  ident: b42
  article-title: Distribution-Free Multiple Comparison
  contributor:
    fullname: Nemenyi
– volume: 39
  start-page: 1208
  year: 2013
  end-page: 1215
  ident: b51
  article-title: Data quality: Some comments on the nasa software defect datasets
  publication-title: IEEE Trans. Softw. Eng.
  contributor:
    fullname: Mair
– volume: 32
  start-page: 771
  year: 2006
  end-page: 789
  ident: b63
  article-title: Empirical analysis of object-oriented design metrics for predicting high and low severity faults
  publication-title: IEEE Trans. Softw. Eng.
  contributor:
    fullname: Leung
– start-page: 125
  year: 2012
  end-page: 134
  ident: b20
  article-title: Using bug report similarity to enhance bug localisation
  publication-title: Reverse Engineering (WCRE), 2012 19th Working Conference on
  contributor:
    fullname: Wood
– start-page: 12:1
  year: 2016
  end-page: 12:6
  ident: b52
  article-title: So you need more method level datasets for your software defect prediction?: Voilà!
  publication-title: Proceedings of the 10th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement
  contributor:
    fullname: Bowes
– start-page: 330
  year: 2016
  end-page: 341
  ident: b10
  article-title: Mutation-aware fault prediction
  publication-title: Proceedings of the 25th International Symposium on Software Testing and Analysis
  contributor:
    fullname: Wu
– start-page: 422
  year: 2013
  end-page: 431
  ident: b21
  article-title: Boa: A language and infrastructure for analyzing ultra-large-scale software repositories
  publication-title: Proceedings of the 2013 International Conference on Software Engineering
  contributor:
    fullname: Nguyen
– year: 2007
  ident: b17
  article-title: Automatic Extraction of Bug Localization Benchmarks from History
  contributor:
    fullname: Zimmermann
– start-page: 231
  year: 1994
  end-page: 244
  ident: b48
  article-title: Parametric measures of effect size
  publication-title: The Handbook of Research Synthesis, Vol. 621
  contributor:
    fullname: Hedges
– volume: 36
  start-page: 7346
  year: 2009
  end-page: 7354
  ident: b12
  article-title: A systematic review of software fault prediction studies
  publication-title: Expert Syst. Appl.
  contributor:
    fullname: Diri
– start-page: 15
  year: 2011
  end-page: 25
  ident: b62
  article-title: Relink: recovering links between bugs and changes
  publication-title: Proceedings of the 19th ACM SIGSOFT Symposium and the 13th European Conference on Foundations of Software Engineering
  contributor:
    fullname: Cheung
– volume: 11
  start-page: 86
  year: 1940
  end-page: 92
  ident: b23
  article-title: A comparison of alternative tests of significance for the problem of m rankings
  publication-title: Ann. Math. Stat.
  contributor:
    fullname: Friedman
– volume: 31
  start-page: 897
  year: 2005
  end-page: 910
  ident: b26
  article-title: Empirical validation of object-oriented metrics on open source software for fault prediction
  publication-title: IEEE Trans. Softw. Eng.
  contributor:
    fullname: Siket
– start-page: 240
  year: 2014
  end-page: 246
  ident: b28
  article-title: Less is more: Temporal fault predictive performance over multiple hadoop releases
  publication-title: International Symposium on Search Based Software Engineering
  contributor:
    fullname: Srivisut
– volume: 44
  start-page: 811
  year: 2018
  end-page: 833
  ident: b30
  article-title: A comparative study to benchmark cross-project defect prediction approaches
  publication-title: IEEE Trans. Softw. Eng.
  contributor:
    fullname: Grabowski
– start-page: 277
  year: 2008
  end-page: 286
  ident: b9
  article-title: Assessing the value of coding standards: An empirical study
  publication-title: Software Maintenance, 2008. ICSM 2008. IEEE International Conference on
  contributor:
    fullname: Moonen
– start-page: 23
  year: 2003
  end-page: 32
  ident: b22
  article-title: Populating a release history database from version control and bug tracking systems
  publication-title: Software Maintenance, 2003. ICSM 2003. Proceedings. International Conference on
  contributor:
    fullname: Gall
– year: 2013
  ident: b56
  article-title: Using version control history to follow the changes of source code elements
  publication-title: Software Maintenance and Reengineering (CSMR)
  contributor:
    fullname: Siket
– start-page: 53
  year: 2014
  end-page: 63
  ident: b58
  article-title: Version history, similar report, and structure: Putting them together for improved bug localization
  publication-title: Proceedings of the 22nd International Conference on Program Comprehension
  contributor:
    fullname: Lo
– volume: 33
  start-page: 577
  year: 2007
  end-page: 591
  ident: b6
  article-title: Comparison and evaluation of clone detection tools
  publication-title: IEEE Trans. Softw. Eng.
  contributor:
    fullname: Merlo
– start-page: 120
  year: 2000
  end-page: 130
  ident: b41
  article-title: Identifying reasons for software changes using historic databases
  publication-title: Software Maintenance, 2000. Proceedings. International Conference on
  contributor:
    fullname: Votta
– start-page: 337
  year: 2014
  end-page: 352
  ident: b2
  article-title: Recognizing antipatterns and analyzing their effects on software maintainability
  publication-title: International Conference on Computational Science and Its Applications
  contributor:
    fullname: Ferenc
– start-page: 433
  year: 2007
  end-page: 436
  ident: b18
  article-title: Extraction of bug localization benchmarks from history
  publication-title: Proceedings of the Twenty-Second IEEE/ACM International Conference on Automated Software Engineering
  contributor:
    fullname: Zimmermann
– volume: 20
  start-page: 476
  year: 1994
  end-page: 493
  ident: b13
  article-title: A metrics suite for object oriented design
  publication-title: IEEE Trans. Softw. Eng.
  contributor:
    fullname: Kemerer
– start-page: 174
  year: 1995
  end-page: 189
  ident: b36
  article-title: The power of decision tables
  publication-title: 8th European Conference on Machine Learning
  contributor:
    fullname: Kohavi
– volume: 74
  start-page: 470
  year: 2009
  end-page: 495
  ident: b49
  article-title: Comparison and evaluation of code clone detection techniques and tools: A qualitative approach
  publication-title: Sci. Comput. Program.
  contributor:
    fullname: Koschke
– volume: 112
  start-page: 155
  year: 1992
  ident: b14
  article-title: A power primer
  publication-title: Psychol. Bull.
  contributor:
    fullname: Cohen
– start-page: 789
  year: 2015
  end-page: 800
  ident: b24
  article-title: Revisiting the impact of classification techniques on the performance of defect prediction models
  publication-title: Proceedings of the 37th International Conference on Software Engineering-Volume 1
  contributor:
    fullname: Hassan
– start-page: 47
  year: 2015
  end-page: 62
  ident: b25
  article-title: Characterization of source code defects by data mining conducted on github
  publication-title: International Conference on Computational Science and Its Applications
  contributor:
    fullname: Ferenc
– volume: 39
  start-page: 1208
  issue: 9
  year: 2013
  ident: 10.1016/j.jss.2020.110691_b51
  article-title: Data quality: Some comments on the nasa software defect datasets
  publication-title: IEEE Trans. Softw. Eng.
  doi: 10.1109/TSE.2013.11
  contributor:
    fullname: Shepperd
– start-page: 15
  year: 2011
  ident: 10.1016/j.jss.2020.110691_b62
  article-title: Relink: recovering links between bugs and changes
  contributor:
    fullname: Wu
– year: 2010
  ident: 10.1016/j.jss.2020.110691_b57
  article-title: Detect related bugs from source code using bug information
  contributor:
    fullname: Wang
– volume: 62
  start-page: 434
  issue: 2
  year: 2013
  ident: 10.1016/j.jss.2020.110691_b59
  article-title: Using class imbalance learning for software defect prediction
  publication-title: IEEE Trans. Reliab.
  doi: 10.1109/TR.2013.2259203
  contributor:
    fullname: Wang
– volume: 10
  start-page: 177
  issue: 1
  year: 2000
  ident: 10.1016/j.jss.2020.110691_b8
  article-title: Software development cost estimation approaches — A survey
  publication-title: Ann. Softw. Eng.
  doi: 10.1023/A:1018991717352
  contributor:
    fullname: Boehm
– start-page: 125
  year: 2012
  ident: 10.1016/j.jss.2020.110691_b20
  article-title: Using bug report similarity to enhance bug localisation
  contributor:
    fullname: Davies
– volume: 95
  start-page: 161
  issue: 1–2
  year: 2005
  ident: 10.1016/j.jss.2020.110691_b37
  article-title: Logistic model trees
  publication-title: Mach. Learn.
  doi: 10.1007/s10994-005-0466-3
  contributor:
    fullname: Landwehr
– volume: 31
  start-page: 897
  issue: 10
  year: 2005
  ident: 10.1016/j.jss.2020.110691_b26
  article-title: Empirical validation of object-oriented metrics on open source software for fault prediction
  publication-title: IEEE Trans. Softw. Eng.
  doi: 10.1109/TSE.2005.112
  contributor:
    fullname: Gyimothy
– start-page: 345
  year: 2013
  ident: 10.1016/j.jss.2020.110691_b50
  article-title: Improving bug localization using structured information retrieval
  contributor:
    fullname: Saha
– start-page: 1
  year: 2018
  ident: 10.1016/j.jss.2020.110691_b3
  article-title: Prediction models for performance, power, and energy efficiency of software executed on heterogeneous hardware
  publication-title: J. Supercomput.
  contributor:
    fullname: Bán
– start-page: 1
  year: 2005
  ident: 10.1016/j.jss.2020.110691_b54
  article-title: When do changes induce fixes?
  contributor:
    fullname: Śliwerski
– year: 2007
  ident: 10.1016/j.jss.2020.110691_b17
  contributor:
    fullname: Dallmeier
– start-page: 23
  year: 2003
  ident: 10.1016/j.jss.2020.110691_b22
  article-title: Populating a release history database from version control and bug tracking systems
  contributor:
    fullname: Fischer
– year: 2012
  ident: 10.1016/j.jss.2020.110691_b64
  article-title: Where should the bugs be fixed? more accurate information retrieval-based bug localization based on bug reports
  contributor:
    fullname: Zhou
– start-page: 81
  year: 2006
  ident: 10.1016/j.jss.2020.110691_b35
  article-title: Automatic identification of bug-introducing changes
  contributor:
    fullname: Kim
– volume: 11
  start-page: 86
  issue: 1
  year: 1940
  ident: 10.1016/j.jss.2020.110691_b23
  article-title: A comparison of alternative tests of significance for the problem of m rankings
  publication-title: Ann. Math. Stat.
  doi: 10.1214/aoms/1177731944
  contributor:
    fullname: Friedman
– volume: 21
  start-page: 1263
  issue: 9
  year: 2009
  ident: 10.1016/j.jss.2020.110691_b29
  article-title: Learning from imbalanced data
  publication-title: IEEE Trans. Knowl. Data Eng.
  doi: 10.1109/TKDE.2008.239
  contributor:
    fullname: He
– start-page: 136
  year: 2004
  ident: 10.1016/j.jss.2020.110691_b11
  article-title: Predicting class testability using object-oriented metrics
  contributor:
    fullname: Bruntink
– year: 1993
  ident: 10.1016/j.jss.2020.110691_b47
  contributor:
    fullname: Quinlan
– start-page: 223
  year: 2012
  ident: 10.1016/j.jss.2020.110691_b16
  article-title: Uncovering causal relationships between software metrics and bugs
  contributor:
    fullname: Couto
– year: 2005
  ident: 10.1016/j.jss.2020.110691_b53
  contributor:
    fullname: Shirabad
– year: 2013
  ident: 10.1016/j.jss.2020.110691_b56
  article-title: Using version control history to follow the changes of source code elements
  contributor:
    fullname: Toth
– volume: 31
  start-page: 340
  issue: 4
  year: 2005
  ident: 10.1016/j.jss.2020.110691_b43
  article-title: Predicting the location and number of faults in large software systems
  publication-title: IEEE Trans. Softw. Eng.
  doi: 10.1109/TSE.2005.49
  contributor:
    fullname: Ostrand
– start-page: 9
  year: 2007
  ident: 10.1016/j.jss.2020.110691_b65
  article-title: Predicting defects for eclipse
  contributor:
    fullname: Zimmermann
– volume: 32
  start-page: 771
  issue: 10
  year: 2006
  ident: 10.1016/j.jss.2020.110691_b63
  article-title: Empirical analysis of object-oriented design metrics for predicting high and low severity faults
  publication-title: IEEE Trans. Softw. Eng.
  doi: 10.1109/TSE.2006.102
  contributor:
    fullname: Zhou
– volume: 44
  start-page: 811
  issue: 9
  year: 2018
  ident: 10.1016/j.jss.2020.110691_b30
  article-title: A comparative study to benchmark cross-project defect prediction approaches
  publication-title: IEEE Trans. Softw. Eng.
  doi: 10.1109/TSE.2017.2724538
  contributor:
    fullname: Herbold
– start-page: 12:1
  year: 2016
  ident: 10.1016/j.jss.2020.110691_b52
  article-title: So you need more method level datasets for your software defect prediction?: Voilà!
  contributor:
    fullname: Shippey
– start-page: 243
  year: 2011
  ident: 10.1016/j.jss.2020.110691_b1
  article-title: A probabilistic software quality model
  contributor:
    fullname: Bakota
– start-page: 672
  year: 2013
  ident: 10.1016/j.jss.2020.110691_b32
  article-title: Why don’t software developers use static analysis tools to find bugs?
  contributor:
    fullname: Johnson
– start-page: 174
  year: 1995
  ident: 10.1016/j.jss.2020.110691_b36
  article-title: The power of decision tables
  contributor:
    fullname: Kohavi
– start-page: 92
  year: 2014
  ident: 10.1016/j.jss.2020.110691_b34
  article-title: The promises and perils of mining github
  contributor:
    fullname: Kalliamvakou
– start-page: 277
  year: 2008
  ident: 10.1016/j.jss.2020.110691_b9
  article-title: Assessing the value of coding standards: An empirical study
  contributor:
    fullname: Boogerd
– year: 2018
  ident: 10.1016/j.jss.2020.110691_b15
  contributor:
    fullname: Coles
– start-page: 433
  year: 2007
  ident: 10.1016/j.jss.2020.110691_b18
  article-title: Extraction of bug localization benchmarks from history
  contributor:
    fullname: Dallmeier
– volume: 7
  start-page: 46
  issue: 2
  year: 1990
  ident: 10.1016/j.jss.2020.110691_b46
  article-title: Empirically guided software development using metric-based classification trees
  publication-title: IEEE Softw.
  doi: 10.1109/52.50773
  contributor:
    fullname: Porter
– start-page: 31
  year: 2010
  ident: 10.1016/j.jss.2020.110691_b19
  article-title: An extensive comparison of bug prediction approaches
  contributor:
    fullname: D’Ambros
– start-page: 337
  year: 2014
  ident: 10.1016/j.jss.2020.110691_b2
  article-title: Recognizing antipatterns and analyzing their effects on software maintainability
  contributor:
    fullname: Bán
– start-page: 219
  year: 2007
  ident: 10.1016/j.jss.2020.110691_b44
  article-title: Automating algorithms for the identification of fault-prone files
  contributor:
    fullname: Ostrand
– start-page: 32
  year: 2008
  ident: 10.1016/j.jss.2020.110691_b61
  article-title: Szz revisited: verifying when changes induce fixes
  contributor:
    fullname: Williams
– start-page: 1
  year: 2009
  ident: 10.1016/j.jss.2020.110691_b7
  article-title: The promises and perils of mining git
  contributor:
    fullname: Bird
– start-page: 10
  year: 2012
  ident: 10.1016/j.jss.2020.110691_b4
  article-title: Locating source code to be fixed based on initial bug reports - A case study on the eclipse project
  contributor:
    fullname: Bangcharoensap
– start-page: 53
  year: 2014
  ident: 10.1016/j.jss.2020.110691_b58
  article-title: Version history, similar report, and structure: Putting them together for improved bug localization
  contributor:
    fullname: Wang
– year: 2018
  ident: 10.1016/j.jss.2020.110691_b31
– ident: 10.1016/j.jss.2020.110691_b45
  doi: 10.1145/2915970.2916007
– volume: 74
  start-page: 470
  issue: 7
  year: 2009
  ident: 10.1016/j.jss.2020.110691_b49
  article-title: Comparison and evaluation of code clone detection techniques and tools: A qualitative approach
  publication-title: Sci. Comput. Program.
  doi: 10.1016/j.scico.2009.02.007
  contributor:
    fullname: Roy
– start-page: 9
  year: 2010
  ident: 10.1016/j.jss.2020.110691_b33
  article-title: Towards identifying software project clusters with regard to defect prediction
  contributor:
    fullname: Jureczko
– volume: 112
  start-page: 155
  issue: 1
  year: 1992
  ident: 10.1016/j.jss.2020.110691_b14
  article-title: A power primer
  publication-title: Psychol. Bull.
  doi: 10.1037/0033-2909.112.1.155
  contributor:
    fullname: Cohen
– start-page: 789
  year: 2015
  ident: 10.1016/j.jss.2020.110691_b24
  article-title: Revisiting the impact of classification techniques on the performance of defect prediction models
  contributor:
    fullname: Ghotra
– volume: 1
  start-page: 80
  issue: 6
  year: 1945
  ident: 10.1016/j.jss.2020.110691_b60
  article-title: Individual comparisons by ranking methods
  publication-title: Biom. Bull.
  doi: 10.2307/3001968
  contributor:
    fullname: Wilcoxon
– start-page: 330
  year: 2016
  ident: 10.1016/j.jss.2020.110691_b10
  article-title: Mutation-aware fault prediction
  contributor:
    fullname: Bowes
– volume: 33
  start-page: 577
  issue: 9
  year: 2007
  ident: 10.1016/j.jss.2020.110691_b6
  article-title: Comparison and evaluation of clone detection tools
  publication-title: IEEE Trans. Softw. Eng.
  doi: 10.1109/TSE.2007.70725
  contributor:
    fullname: Bellon
– volume: 20
  start-page: 476
  issue: 6
  year: 1994
  ident: 10.1016/j.jss.2020.110691_b13
  article-title: A metrics suite for object oriented design
  publication-title: IEEE Trans. Softw. Eng.
  doi: 10.1109/32.295895
  contributor:
    fullname: Chidamber
– start-page: 120
  year: 2000
  ident: 10.1016/j.jss.2020.110691_b41
  article-title: Identifying reasons for software changes using historic databases
  contributor:
    fullname: Mockus
– volume: 12
  start-page: 161
  issue: 3
  year: 2018
  ident: 10.1016/j.jss.2020.110691_b38
  article-title: Progress on approaches to software defect prediction
  publication-title: IET Softw.
  doi: 10.1049/iet-sen.2017.0148
  contributor:
    fullname: Li
– start-page: 625
  year: 2016
  ident: 10.1016/j.jss.2020.110691_b55
  article-title: A public bug database of github projects and its application in bug prediction
  contributor:
    fullname: Tóth
– volume: 36
  start-page: 7346
  issue: 4
  year: 2009
  ident: 10.1016/j.jss.2020.110691_b12
  article-title: A systematic review of software fault prediction studies
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2008.10.027
  contributor:
    fullname: Catal
– volume: 23
  start-page: 33
  issue: 4
  year: 2014
  ident: 10.1016/j.jss.2020.110691_b27
  article-title: Some code smells have a significant but small effect on faults
  publication-title: ACM Trans. Softw. Eng. Methodol. (TOSEM)
  doi: 10.1145/2629648
  contributor:
    fullname: Hall
– volume: 22
  start-page: 751
  issue: 10
  year: 1996
  ident: 10.1016/j.jss.2020.110691_b5
  article-title: A validation of object-oriented design metrics as quality indicators
  publication-title: IEEE Trans. Softw. Eng.
  doi: 10.1109/32.544352
  contributor:
    fullname: Basili
– start-page: 422
  year: 2013
  ident: 10.1016/j.jss.2020.110691_b21
  article-title: Boa: A language and infrastructure for analyzing ultra-large-scale software repositories
  contributor:
    fullname: Dyer
– start-page: 231
  year: 1994
  ident: 10.1016/j.jss.2020.110691_b48
  article-title: Parametric measures of effect size
  contributor:
    fullname: Rosenthal
– volume: 45
  start-page: 391
  issue: 4
  year: 2019
  ident: 10.1016/j.jss.2020.110691_b39
  article-title: On the multiple sources and privacy preservation issues for heterogeneous defect prediction
  publication-title: IEEE Transactions on Software Engineering
  doi: 10.1109/TSE.2017.2780222
  contributor:
    fullname: Li
– start-page: 240
  year: 2014
  ident: 10.1016/j.jss.2020.110691_b28
  article-title: Less is more: Temporal fault predictive performance over multiple hadoop releases
  contributor:
    fullname: Harman
– start-page: 47
  year: 2015
  ident: 10.1016/j.jss.2020.110691_b25
  article-title: Characterization of source code defects by data mining conducted on github
  contributor:
    fullname: Gyimesi
– start-page: 237
  year: 2006
  ident: 10.1016/j.jss.2020.110691_b40
  article-title: A statistical framework for the prediction of fault-proneness
  contributor:
    fullname: Ma
– year: 1963
  ident: 10.1016/j.jss.2020.110691_b42
  contributor:
    fullname: Nemenyi
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Snippet Bugs are inescapable during software development due to frequent code changes, tight deadlines, etc.; therefore, it is important to have tools to find these...
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Publisher
StartPage 110691
SubjectTerms Bug dataset
Bug prediction
Code metrics
GitHub
Machine learning
Static code analysis
Title An automatically created novel bug dataset and its validation in bug prediction
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