解説
[1] 畑秀明, 水野修, 菊野亨, "不具合予測に関するメトリクスについての研究論文の系統的レビュー," コンピュータソフトウェア, volume 29, number 1, pages 106-117 2012年2月.
論文誌
[1] 福谷圭吾, 門田暁人, ユジャイ ゼイネップ, 畑秀明, "移動窓によるソフトウェアバグの行レベル予測の試み," コンピュータソフトウェア, 採録済.
[2] Nachai Limsettho, Kwabena Ebo Bennin, Jacky Keung, Hideaki Hata, and Kenichi Matsumoto, "Cross Project Defect Prediction Using Class Distribution Estimation and Oversampling," Information and Software Technology, volume 100, pages 87-102 August 2018.
[3] Chakkrit Tantithamthavorn, Shane McIntosh, Ahmed E. Hassan, and Kenichi Matsumoto, "The Impact of Automated Parameter Optimization on Defect Prediction Models," IEEE Transactions on Software Engineering (TSE), 2018.
[4] Chakkrit Tantithamthavorn, Shane McIntosh, Ahmed E. Hassan, and Kenichi Matsumoto, "An Empirical Comparison of Model Validation Techniques for Defect Prediction Models," IEEE Transactions on Software Engineering (TSE), pages 1-18 January 2017.
[5] Akito Monden, Takuma Hayashi, Shoji Shinoda, Kumiko Shirai, Junichi Yoshida, Mike Barker, and Kenichi Matsumoto, "Assessing the Cost Effectiveness of Fault Prediction in Acceptance Testing," IEEE Transactions on Software Engineering, volume 39, number 10, pages 1345-1357 October 2013.
[6] 畑秀明, 水野修, 菊野亨, "開発履歴メトリクスを用いた細粒度なFault-proneモジュール予測," 情報処理学会論文誌, volume 53, number 6, pages 1635-1643 2012年6月.
[7] 水野修, 畑秀明, "スパムフィルタを用いたFault-proneモジュール検出法の予測精度に関する従来法との比較評価," 電子情報通信学会論文誌, volume J94-D, number 1, pages 409-412 2011年1月.
[8] Osamu Mizuno and Hideaki Hata, "Prediction of Fault-Prone Modules Using a Text Filtering Based Metric," International Journal of Software Engineering and Its Application, volume 4, number 1, pages 43-52 January 2010.
[9] Yoshiki Mitani, Nahomi Kikuchi, Tomoko Matsumura, Naoki Ohsugi, Akito Monden, Yoshiki Higo, Katsuro Inoue, Michael Barker, and Ken-ichi Matsumoto, "A Proposal for Analysis and Prediction for Software Projects Using In-Process Measurements and Collaborative Filtering of a Benchmarks Database," Journal of Software Measurement, volume 1, number 1, pages 1-11 November 2007.
[10] Yoshihiro Takada, Ken-ichi Matsumoto, and Koji Torii, "A Software Reliability Prediction Model Using a Neural Network," Systems and Computers in Japan, volume 25, number 14, pages 22-31 May 1995.
国際会議
[1] Chakkrit Tantithamthavorn, Shane McIntosh, Ahmed E. Hassan, and Kenichi Matsumoto, "Automated Parameter Optimization of Classification Techniques for Defect Prediction Models," In The International Conference on Software Engineering (ICSE), pages 321-332 2016.
[2] Jirayus Jiarpakdee, Chakkrit Tantithamthavorn, Akinori Ihara, and Kenichi Matsumoto, "A Study of Redundant Metrics in Defect Prediction Datasets," In 27th International Symposium on Software Reliability Engineering (ISSRE), page 106 2016.
[3] Chakkrit Tantithamthavorn, "Towards a Better Understanding of the Impact of Experimental Components on Defect Prediction Modelling," In Companion Proceedings of the International Conference on Software Engineering (ICSE), pages 867-870 2016.
[4] Chakkrit Tantithamthavorn, Shane McIntosh, Ahmed E. Hassan, Akinori Ihara, and Ken-ichi Matsumoto, The Impact of Mislabelling on the Performance and Interpretation of Defect Prediction Models, In Proceedings of The 37th International Conference on Software Engineering (ICSE’15), 2015.
[5] Chakkrit Tantithamthavorn, Shane McIntosh, Ahmed E. Hassan, Akinori Ihara, and Kenichi Matsumoto, "The Impact of Mislabelling on the Performance and Interpretation of Defect Prediction Models," In Proceeding of the International Conference on Software Engineering (ICSE), 812–823 2015.
[6] Hidekuni Tsukamoto, Yasuhiro Takemura, Hideo Nagumo, Akito Monden, and Kenichi Matsumoto, "Prediction of the Change of Learners Motivation in Programming Education for Non-Computing Majors," In Proc. 44th Frontiers in Education Conference (FIE2014), pages 1-7 October 2014.
[7] Akinori Ihara, Yasutaka Kamei, Akito Monden, Masao Ohira, Jacky Wai Keung, Naoyasu Ubayashi, and Ken-ichi Matsumoto, "An Investigation on Software Bug Fix Prediction for Open Source Software Projects -A Case Study on the Eclipse Project -," In Proc. of International Workshop on Software Analysis, Testing and Applications (SATA 2012), pages 112-119 December 2012.
[8] Akito Monden, Jacky Keung, Shuji Morisaki, Yasutaka Kamei, and Ken-ichi Matsumoto, "A Heuristic Rule Reduction Approach to Software Fault-Proneness Prediction," Proc. of 19th Asia-Pacific Software Engineering Conference (APSEC 2012), pages 838-847 December 2012.
[9] Satoshi Uchigaki, Shinji Uchida, Koji Toda, and Akito Monden, "An Ensemble Approach of Simple Regression Models to Cross-Project Fault Prediction," In Proc. 13th of International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD 2012), pages 476-481 August 2012.
[10] Hideaki Hata, Osamu Mizuno, and Tohru Kikuno, "Bug Prediction Based on Fine-Grained Module Histories," In Proc. of 34th International Conference on Software Engineering (ICSE 2012), pages 200-210 June 2012.
[11] Masateru Tsunoda, Akito Monden, and Ken-ichi Matsumoto, "Sharpe Ratio Based Index for Building Fault Prediction Model," In Proc. of International Symposium on Software Reliability Engineering (ISSRE 2011) Fast Abstracts, volume 1, number 6, pages 1-2 November 2011.
[12] Yasutaka Kamei, Hiroki Sato, Akito Monden, Shinji Kawaguchi, Hidetake Uwano, Masataka Nagura, Ken-ichi Matsumoto, and Naoyasu Ubayashi, "An Empirical Study of Fault Prediction with Code Clone Metrics," In Proc. Joint Conference of International Workshop on Software Measurement and International Conference on Software Process and Product Measurement (IWSM/Mensura2011), pages 55-61 November 2011.
[13] Masateru Tsunoda, Akito Monden, Jun-ichiro Shibata, and Ken-ichi Matsumoto, "Empirical Evaluation of Cost Overrun Prediction with Imbalance Data," In Proc. of International Conference on Computer and Information Science (ICIS 2011), pages 415-420 May 2011.
[14] Hideaki Hata, Osamu Mizuno, and Tohru Kikuno, "Reconstructing Fine-Grained Versioning Repositories with Git for Method-Level Bug Prediction," In Proc. of International Workshop on Empirical Software Engineering in Practice 2010 (IWESEP2010), pages 27-32 December 2010.
[15] Yasutaka Kamei, Shinsuke Matsumoto, Akito Monden, Ken-ichi Matsumoto, Bram Adams, and Ahmed E. Hassan, "Revisiting Common Bug Prediction Findings Using Effort Aware Models," In Proceedings of the 26th IEEE International Conference on Software Maintenance (ICSM2010), pages 1-10 September 2010.
[16] Shinsuke Matsumoto, Yasutaka Kamei, Akito Monden, Ken-ichi Matsumoto, and Masahide Nakamura, "An Analysis of Developer Metrics for Fault Prediction," PROMISE 2010, September 2010.
[17] Yasutaka Kamei, Akito Monden, Shuji Morisaki, and Ken-ichi Matsumoto, "A Hybrid Faulty Module Prediction Using Association Rule Mining and Logistic Regression Analysis," In Proceedings of the 2nd International Symposium on Empirical Software Engineering and Measurement (ESEM2008), pages 279-281 October 2008.
[18] Yoshiki Mitani, Nahomi Kikuchi, Tomoko Matsumura, Naoki Ohsugi, Akito Monden, Yoshiki Higo, Katsuro Inoue, Michael Barker, and Ken-ichi Matsumoto, "A Proposal for Analysis and Prediction for Software Projects Using Collaborative Filtering, In-Process Measurements and a Benchmarks Database," In the International Conference on Software Process and Product Measurement (Mensura2006), pages 98-107 November 2006.
[19] Shin-ichi Sato, Akito Monden, and Ken-ichi Matsumoto, "Evaluating the Applicability of Reliability Prediction Models between Different Software," In In Proc. International Workshop on Principles of Software Evolution (IWPSE2002), pages 97--102 May 2002.
[20] Shinichi Sato, Akito Monden, and Ken-ichi Matsumoto, "Applying Reliability Prediction Models among Different Software Systems and Identifying Commonly Effective Metrics to Predict Fault-Prone Modules," In Proc. of International Symposium on Software Reliability Engineering (ISSRE2001), volume 2, pages 83--93 December 2001.
国内会議(査読付き)
[1] 福谷圭吾, 門田暁人, Zeynep Yucel, 畑秀明, "ソフトウェアバグの行レベル予測の試み," 第24回ソフトウェア工学の基礎ワークショップ (FOSE2017), pages 105-110 2017年11月.
[2] 尾上紗野, 畑秀明, 門田暁人, 松本健一, "人口ピラミッドによるOSSプロジェクト貢献者の流動性分析," 第21回ソフトウェア工学の基礎ワークショップ(FOSE2014), pages 63--68 2014年12月.
[3] 畑秀明, 松本健一, "トピックを識別したバグ予測モデルの構築," ソフトウェアエンジニアリングシンポジウム2013(SES2013), 12:1-12-8 2013年9月.
[4] 畑秀明, 水野修, 菊野亨, "開発履歴メトリクスに基づくFault-proneモジュール予測の細粒度モジュールへの適用," ソフトウェアエンジニアリングシンポジウム2011(SES2011), number 4, 2011年9月.
招待講演
[1] 伊原彰紀, "The Impact of Mislabelling on the Performance and Interpretation of Defect Prediction Models," 日本ソフトウェア科学会第32回大会 特別講演, 2015年9月.