Development of fault-prone module detection technique using spam

• Project/Area Number: 20700025
• Research Category: Grant-in-Aid for Young Scientists (B)
• Allocation Type: Single-year Grants
• Research Field: Software
• Research Institution: Osaka University
• Principal Investigator: MIZUNO Osamu Osaka University, 工芸科学研究科, 准教授 (60314407)
• Project Period (FY): 2008 – 2010
• Project Status: Completed (Fiscal Year 2010)
• Budget Amount: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000); Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000); Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000); Fiscal Year 2008: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
• Keywords: ソフトウエア工学 / 不具合検出 / スパムフィルタ / ソフトウェア工学

Research Abstract

In this research, we have proposed an approach to detect software bugs in source code. Our approach uses a text filtering technique to detect bugs. In order to show the usefulness of our approach, we conducted experiments.

Research Products

• [Journal Article] 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 (2011)
  • Author(s): 水野修, 畑秀明
  • Journal Title: 電子情報通信学会論文誌D J94-D(1) Pages: 409-412
  • NAID: 110008006582
  • Peer Reviewed
• [Journal Article] 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 (2011)
  • Author(s): 水野修, 他
  • Journal Title: 電子情報通信学会論文誌 Volume: J94-D Pages: 409-412
  • NAID: 110008006582
  • Peer Reviewed
• [Journal Article] 不具合修正に関わるメソッド呼び出しの変更についての定量的分析 (2011)
  • Author(s): 畑秀明, 他
  • Journal Title: 情報処理学会論文誌 Volume: 52 Pages: 801-816
  • Peer Reviewed
• [Journal Article] A Hybrid Fault-Proneness Detection Approach Using Text Filtering and Static Code Analysis (2010)
  • Author(s): Osamu Mizuno, Hideaki Hata
  • Journal Title: International Journal of Advancements in Computing Technology 2(5) Pages: 1-12
  • Peer Reviewed
• [Journal Article] Fault-Prone Module Detection Using Large-Scale Text Features Based on Spam Filtering (2010)
  • Author(s): Osamu Mizuno, Hideaki Hata
  • Journal Title: Empirical Software Engineering 15(2) Pages: 147-165
  • Peer Reviewed
• [Journal Article] Prediction of Fault-Prone Modules Using a Text Filtering Based Metric (2010)
  • Author(s): Osamu Mizuno, Hideaki Hata
  • Journal Title: International Journal of Software Engineering and Its Application 4(1) Pages: 43-52
  • Peer Reviewed
• [Journal Article] Fault-Prone Module Detection Using Large-Scale Text Features Based on Spam Filtering (2010)
  • Author(s): Hideaki Hata, 他
  • Journal Title: Empirical Software Engineering Volume: 15 Pages: 147-165
  • Peer Reviewed
• [Journal Article] A Hybrid Fault-Proneness Detection Approach Using Text Filtering and Static Code Analysis (2010)
  • Author(s): Osamu Mizuno, 他
  • Journal Title: International Journal of Advancements in Computing Technology Volume: 2 Pages: 1-12
  • Peer Reviewed
• [Journal Article] Prediction of Fault-Prone Modules Using a Text Filtering Based Metric (2010)
  • Author(s): Osami Mizuno, 他
  • Journal Title: International Journal of Software Engineering and Its Application 4 Pages: 43-52
  • Peer Reviewed
• [Journal Article] Prediction of Fault-Prone Software Modules Using Generic Text Discriminator (2008)
  • Author(s): Osamu Mizuno and Tohru Kikuno
  • Journal Title: IEICE Trans. on Information and Systems E91-D(4) Pages: 888-896
  • NAID: 10026802422
  • Peer Reviewed
• [Presentation] Reconstructing Fine-Grained Versioning Repositories with Git for Method-Level Bug Prediction (2010)
  • Author(s): Hideaki Hata, 他
  • Organizer: International Workshop on Empirical Software Engineering in Practice 2010 (IWESEP2010)
  • Place of Presentation: 奈良先端科学技術大学院大学
  • Year and Date: 2010-12-08
• [Presentation] Fault-Prone Module Prediction Using Contents of Comment Lines (2010)
  • Author(s): Osamu Mizuno, 他
  • Organizer: International Workshop on Empirical Software Engineering in Practice 2010(IWESEP2010)
  • Place of Presentation: 奈良先端科学技術大学院大学
  • Year and Date: 2010-12-08
• [Presentation] Fault-Prone Module Prediction Using Contents of Comment Lines (2010)
  • Author(s): Osamu Mizuno, Yukinao Hirata
  • Organizer: In Proc. of International Workshop on Empirical Software Engineering in Practice 2010(IWESEP2010)39-44
  • Place of Presentation: (NAIST, Nara, Japan)
  • Year and Date: 2010-12-07
• [Presentation] メソッドに対するコメント文記述の変更履歴とメソッドの不具合との関係に関する実証的考察 (2010)
  • Author(s): 畑秀明, 他
  • Organizer: 電子情報通信学会ソフトウェアサイエンス研究会
  • Place of Presentation: 伊香保温泉,群馬県
  • Year and Date: 2010-12-04
• [Presentation] テキスト分類に基づくFault-proneモジュール検出法におけるコメント行の影響の分析 (2010)
  • Author(s): 平田幸直, 他
  • Organizer: 情報処理学会ソフトウェア工学研究会
  • Place of Presentation: 大阪大学,吹田市
  • Year and Date: 2010-11-17
• [Presentation] リポジトリ再構築によるメソッドトレーサビリティの実現 (2010)
  • Author(s): 畑秀明, 他
  • Organizer: ソフトウェアエンジニアリングシンポジウム2010(SES2010)
  • Place of Presentation: 東洋大学,東京
  • Year and Date: 2010-09-01
• [Presentation] An Empirical Comparison of Fault-Prone Module Detection Approaches : Complexity Metrics and Text Feature Metrics (2010)
  • Author(s): Osamu Mizuno, Hideaki Hata
  • Organizer: In Proc. of 34th Annual IEEE Computer Software and Applications Conference (COMPSAC2010), 248-249
  • Place of Presentation: (Seoul, Korea)
  • Year and Date: 2010-07-20
• [Presentation] An Empirical Comparison of Fault-Prone Module Detection Approaches : Complexity Metrics and Text Feature Metrics (2010)
  • Author(s): Osamu Mizuno, 他
  • Organizer: 34th Annual IEEE Computer Software and Applications Conference (COMPSAC2010)
  • Place of Presentation: ソウル,韓国
  • Year and Date: 2010-07-18
• [Presentation] An Integrated Approach to Detect Fault-Prone Modules Using Complexity and Text Feature Metrics (2010)
  • Author(s): Osamu Mizuno, Hideaki Hata
  • Organizer: In Proc. of 2010 International Conference on Advanced Science and Technology (AST2010), LNCS 6059, 457-468
  • Place of Presentation: (Miyazaki, Japan)
  • Year and Date: 2010-06-24
• [Presentation] An Integrated Approach to Detect Fault-Prone Modules Using Complexity and Text Feature Metrics (2010)
  • Author(s): Osamu Mizuno, 他
  • Organizer: 2010 International Conference on Advanced Science and Technology (AST2010)
  • Place of Presentation: 宮崎市
  • Year and Date: 2010-06-24
• [Presentation] Yet Another Metric for Predicting Fault-Prone Modules (2009)
  • Author(s): Osamu Mizuno, Hideaki Hata
  • Organizer: In Proc. of 2009 International Conference on Advanced Software Engineering & Its Applications (ASEA2009), CCIS 59, 296-304
  • Place of Presentation: (Cheju, Korea)
  • Year and Date: 2009-12-12
• [Presentation] Yet Another Metric for Predicting Fault-Prone Modules (2009)
  • Author(s): Osamu Mizuno, 他
  • Organizer: International Conference on Advanced Software Engineering & Its Applications
  • Place of Presentation: 済州島,韓国
  • Year and Date: 2009-12-09
• [Presentation] (招待発表) Fault-prone Filtering : SPAMフィルタを用いて不具合混入モジュールを検出する試み (2009)
  • Author(s): 水野修
  • Organizer: ソフトウェアエンジニアリングシンポジウム2009
  • Place of Presentation: 東京女子大学
  • Year and Date: 2009-09-07
• [Presentation] スパムフィルタリングに基づくフォールトプローンモジュール検出器の開発 (2009)
  • Author(s): 畑秀明, 水野修, 他
  • Organizer: 日本信頼性学会第17回春季信頼性シンポジウム
  • Place of Presentation: 東京都
  • Year and Date: 2009-06-24
• [Presentation] Comparative Study of Fault-Proneness Filtering with PMD (2008)
  • Author(s): Hideaki Hata, Osamu Mizuno, Tohru Kikuno
  • Organizer: In Proc. of 19th International Symposium on Software Reliability Engineering(ISSRE2008), 317-318
  • Place of Presentation: (Seattle/Redmond, WA, USA)
  • Year and Date: 2008-11-12
• [Presentation] An Extension of Fault-Prone Filtering Using Precise Training and Dynamic Threshold (2008)
  • Author(s): Hideaki Hata, Osamu Mizuno, and Tohru Kikuno
  • Organizer: 5th Working Conference on Mining Software Repository (MSR2008)
  • Place of Presentation: Leipzig, Germany
  • Year and Date: 2008-05-11