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Search-Based and Interactive Environment for Semi-Automated Refactoring

Research Project

Project/Area Number 18K11238
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 60050:Software-related
Research InstitutionTokyo Institute of Technology

Principal Investigator

Hayashi Shinpei  東京工業大学, 情報理工学院, 准教授 (40541975)

Project Period (FY) 2018-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2020: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2019: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywordsリファクタリング / ソフトウェア自動進化 / 探索ベースソフトウェア工学 / 対話的システム / 不吉な臭い / 対話型システム / 自動ソフトウェア進化
Outline of Final Research Achievements

In this research, we aim to realize a more realistic automated refactoring environment, taking into account various perspectives in addition to the maintainability, and an efficient review environment of the recommended refactorings that enables an interactive configuration of the refactorings. As the main results, we have developed a new search-based refactoring technique based on a multi-objective optimization that considers the review effort in addition to the source code quality. We have also developed a method to identify smelly code fragments where refactorings should be applied. Furthermore, we have implemented an environment for reviewing refactoring-related complex changes.

Academic Significance and Societal Importance of the Research Achievements

本研究で提案する手法は,これまで主にソースコードの保守性に基づいていたリファクタリング探索技術を,後段の分析の容易性を考慮しながら行うもので,このような品質特性に基づく手法には学術的新規性がある.また,提案手法の考え方は自動リファクタリング探索手法が出力するリファクタリングの適用可能性を向上させ,これまで十分には利用されてこなかったリファクタリング探索の技術を通常のソフトウェア開発に浸透させることに貢献するため,多様なソフトウェア開発の品質を向上させることが期待できる.

Report

(5 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (59 results)

All 2022 2021 2020 2019 2018 Other

All Int'l Joint Research (1 results) Journal Article (23 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 23 results,  Open Access: 21 results) Presentation (35 results) (of which Int'l Joint Research: 15 results,  Invited: 1 results)

  • [Int'l Joint Research] The University of Adelaide(オーストラリア)

    • Related Report
      2021 Annual Research Report
  • [Journal Article] Automating Bad Smell Detection in Goal Refinement of Goal Models2022

    • Author(s)
      Shinpei Hayashi, Keisuke Asano, Motoshi Saeki
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E105.D Issue: 5 Pages: 837-848

    • DOI

      10.1587/transinf.2021KBP0006

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2022-05-01
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Cataloging Bad Smells in Use Case Descriptions and Automating Their Detection2022

    • Author(s)
      Yotaro Seki, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E105.D Issue: 5 Pages: 849-863

    • DOI

      10.1587/transinf.2021KBP0008

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2022-05-01
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Impact of Change Granularity in Refactoring Detection2022

    • Author(s)
      Chen Lei, Shinpei Hayashi
    • Journal Title

      Proceedings of the 30th IEEE/ACM International Conference on Program Comprehension

      Volume: - Pages: 565-569

    • DOI

      10.1145/3524610.3528386

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Revisiting the Effect of Branch Handling Strategies on Change Recommendation2022

    • Author(s)
      Keisuke Isemoto, Takashi Kobayashi, Shinpei Hayashi
    • Journal Title

      Proceedings of the 30th IEEE/ACM International Conference on Program Comprehension

      Volume: - Pages: 162-172

    • DOI

      10.1145/3524610.3527870

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Historinc: 細粒度履歴追跡のための増分的なリポジトリ変換ツール2022

    • Author(s)
      柴 駿太, 林 晋平
    • Journal Title

      コンピュータソフトウェア

      Volume: -

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Supporting Proactive Refactoring: An Exploratory Study on Decaying Modules and Their Prediction2021

    • Author(s)
      Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E104.D Issue: 10 Pages: 1601-1615

    • DOI

      10.1587/transinf.2020EDP7255

    • NAID

      130008095639

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2021-10-01
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] RefactorHub: A Commit Annotator for Refactoring2021

    • Author(s)
      Ryo Kuramoto, Motoshi Saeki, Shinpei Hayashi
    • Journal Title

      Proceedings of the 29th IEEE/ACM International Conference on Program Comprehension

      Volume: - Pages: 495-499

    • DOI

      10.1109/icpc52881.2021.00058

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Characterising the Knowledge about Primitive Variables in Java Code Comments2021

    • Author(s)
      Mahfouth Alghamdi, Shinpei Hayashi, Takashi Kobayashi, Christoph Treude
    • Journal Title

      Proceedings of the 18th IEEE/ACM International Conference on Mining Software Repositories

      Volume: - Pages: 460-470

    • DOI

      10.1109/msr52588.2021.00058

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An Extensive Study on Smell-Aware Bug Localization2021

    • Author(s)
      Aoi Takahashi, Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki: "An Extensive Study on Smell-Aware Bug Localization
    • Journal Title

      Journal of Systems and Software

      Volume: 178(110986) Pages: 1-17

    • DOI

      10.1016/j.jss.2021.110986

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ChangeMacroRecorder: Accurate Recording of Fine-Grained Textual Changes of Source Code2020

    • Author(s)
      Katsuhisa Maruyama, Shinpei Hayashi, Takayuki Omori
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E103.D Issue: 11 Pages: 2262-2277

    • DOI

      10.1587/transinf.2020EDK0001

    • NAID

      130007933843

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2020-11-01
    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] On tracking Java methods with Git mechanisms2020

    • Author(s)
      Higo Yoshiki、Hayashi Shinpei、Kusumoto Shinji
    • Journal Title

      Journal of Systems and Software

      Volume: 165 Pages: 110571-110571

    • DOI

      10.1016/j.jss.2020.110571

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] ChangeBeadsThreader: An Interactive Environment for Tailoring Automatically Untangled Changes2020

    • Author(s)
      Satoshi Yamashita, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      Proceedings of the 27th IEEE International Conference on Software Analysis, Evolution and Reengineering

      Volume: - Pages: 657-661

    • DOI

      10.1109/saner48275.2020.9054861

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Ammonia: an approach for deriving project specific bug patterns2020

    • Author(s)
      Yoshiki Higo, Shinpei Hayashi, Hideaki Hata, Meiyappan Nagappan
    • Journal Title

      Empirical Software Engineering

      Volume: 25(3) Issue: 3 Pages: 1951-1979

    • DOI

      10.1007/s10664-020-09807-w

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 情報検索に基づくBug Localizationへの不吉な臭いの利用2019

    • Author(s)
      高橋 碧, セーリム ナッタウット, 林 晋平, 佐伯 元司
    • Journal Title

      情報処理学会論文誌

      Volume: 60(4) Pages: 1040-1050

    • NAID

      170000150280

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Impact of Systematic Edits in History Slicing2019

    • Author(s)
      Ryosuke Funaki, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      Proceedings of the 16th International Conference on Mining Software Repositories

      Volume: - Pages: 555-559

    • DOI

      10.1109/msr.2019.00083

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Toward Proactive Refactoring: An Exploratory Study on Decaying Modules2019

    • Author(s)
      Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      Proceedings of the 3rd International Workshop on Refactoring

      Volume: - Pages: 39-46

    • DOI

      10.1109/iwor.2019.00015

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Detecting Bad Smells in Use Case Descriptions2019

    • Author(s)
      Yotaro Seki, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      Proc. of 27th IEEE International Requirements Engineering Conference

      Volume: IEEE Pages: 98-108

    • DOI

      10.1109/re.2019.00021

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Can Automated Impact Analysis Techniques Help Predict Decaying Modules?2019

    • Author(s)
      Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      Proceedings of the 35th IEEE International Conference on Software Maintenance and Evolution

      Volume: - Pages: 541-545

    • DOI

      10.1109/icsme.2019.00088

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] An Empirical Study of Security Warnings from Static Application Security Testing Tools2019

    • Author(s)
      Bushra Aloraini, Meiyappan Nagappan, Daniel M. German, Shinpei Hayashi, Yoshiki Higo
    • Journal Title

      Journal of Systems and Software

      Volume: 158 Pages: 110427-110427

    • DOI

      10.1016/j.jss.2019.110427

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An Investigative Study on How Developers Filter and Prioritize Code Smells2018

    • Author(s)
      Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E101.D Issue: 7 Pages: 1733-1742

    • DOI

      10.1587/transinf.2017KBP0006

    • NAID

      130007386819

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2018-07-01
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Detecting Architectural Violations Using Responsibility and Dependency Constraints of Components2018

    • Author(s)
      Shinpei Hayashi, Fumiki Minami, Motoshi Saeki
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E101.D Issue: 7 Pages: 1780-1789

    • DOI

      10.1587/transinf.2017KBP0023

    • NAID

      130007386816

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2018-07-01
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Preliminary Study on Using Code Smells to Improve Bug Localization2018

    • Author(s)
      Aoi Takahashi, Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      Proceedings of the 26th IEEE/ACM International Conference on Program Comprehension

      Volume: - Pages: 324-327

    • DOI

      10.1145/3196321.3196361

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Visualizing a Tangled Change for Supporting Its Decomposition and Commit Construction2018

    • Author(s)
      Sarocha Sothornprapakorn, Shinpei Hayashi, Motoshi Saeki
    • Journal Title

      Proceedings of the 42nd IEEE Computer Software and Applications Conference

      Volume: - Pages: 74-79

    • DOI

      10.1109/compsac.2018.00018

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] ソースコードの時間変化がバグ限局に与える影響の調査2022

    • Author(s)
      三井 亮称, 林 晋平
    • Organizer
      電子情報通信学会ソフトウェアサイエンス2022年1月研究会
    • Related Report
      2021 Annual Research Report
  • [Presentation] ソースコード変更パターンのプロジェクト共通性を考慮した変更推薦2022

    • Author(s)
      安藤 直樹, 林 晋平
    • Organizer
      電子情報通信学会ソフトウェアサイエンス2022年1月研究会
    • Related Report
      2021 Annual Research Report
  • [Presentation] RefactorHub: A Commit Annotator for Refactoring2021

    • Author(s)
      Ryo Kuramoto, Motoshi Saeki, Shinpei Hayashi
    • Organizer
      29th IEEE/ACM International Conference on Program Comprehension
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Characterising the Knowledge about Primitive Variables in Java Code Comments2021

    • Author(s)
      Mahfouth Alghamdi, Shinpei Hayashi, Takashi Kobayashi, Christoph Treude
    • Organizer
      18th IEEE/ACM International Conference on Mining Software Repositories
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Ammonia: An Approach for Deriving Project Specific Bug Patterns2021

    • Author(s)
      Yoshiki Higo, Shinpei Hayashi, Hideaki Hata, Meiyappan Nagappan
    • Organizer
      43rd International Conference on Software Engineering
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gitの機能を用いたJavaメソッドの追跡2021

    • Author(s)
      Yoshiki Higo, Shinpei Hayashi, Shinji Kusumoto
    • Organizer
      ソフトウェアエンジニアリングシンポジウム2021
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 細粒度履歴追跡のための増分的なリポジトリ変換ツールの設計と実装2021

    • Author(s)
      柴 駿太, 林 晋平
    • Organizer
      日本ソフトウェア科学会第38回大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] An Extensive Study on Smell-Aware Bug Localization2021

    • Author(s)
      Aoi Takahashi, Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      36th IEEE/ACM International Conference on Automated Software Engineering
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On Tracking Java Methods with Git Mechanisms2021

    • Author(s)
      Yoshiki Higo, Shinpei Hayashi, Shinji Kusumoto
    • Organizer
      36th IEEE/ACM International Conference on Automated Software Engineering
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 複合メトリクスのトレンド分析の効率化に向けて:モジュール腐敗度への適用2021

    • Author(s)
      林 辰宜, ドゥルバドラハ テムーレン, 林 晋平
    • Organizer
      第28回ソフトウェア工学の基礎ワークショップ
    • Related Report
      2021 Annual Research Report
  • [Presentation] 多言語データセットを用いた言語横断バグ限局の性能評価2021

    • Author(s)
      三井 亮称, 佐伯 元司, 林 晋平
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会(2021年1月)
    • Related Report
      2020 Research-status Report
  • [Presentation] マイルストーンコンテキストの捜索のためのタスク記述群活用法の分析2021

    • Author(s)
      渡辺 俊介, 佐伯 元司, 林 晋平
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会(2021年1月)
    • Related Report
      2020 Research-status Report
  • [Presentation] 共変更に基づく変更推薦に対するブランチ戦略の影響分析2021

    • Author(s)
      伊勢本 圭亮, 小林 隆志, 佐伯 元司, 林 晋平
    • Organizer
      情報処理学会第207回ソフトウェア工学研究発表会
    • Related Report
      2020 Research-status Report
  • [Presentation] 大規模名前変更データセットを用いた識別子名の同時変更の調査2021

    • Author(s)
      大住 祐輝, 佐伯 元司, 林 晋平
    • Organizer
      情報処理学会第207回ソフトウェア工学研究発表会
    • Related Report
      2020 Research-status Report
  • [Presentation] 複数観点を考慮したクローンリファクタリング支援2021

    • Author(s)
      大谷 悠太郎, 林 晋平
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会(2021年3月)
    • Related Report
      2020 Research-status Report
  • [Presentation] 多様なプログラミング言語に適用可能なソースコード変更パターン抽出手法2020

    • Author(s)
      安藤 直樹, 佐伯 元司, 林 晋平
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会(2020年7月)
    • Related Report
      2020 Research-status Report
  • [Presentation] 複数の品質指標を考慮したクローンリファクタリングに向けて2020

    • Author(s)
      大谷 悠太郎, 佐伯 元司, 林 晋平
    • Organizer
      第27回ソフトウェア工学の基礎ワークショップ
    • Related Report
      2020 Research-status Report
  • [Presentation] 複数のタスク情報を用いたマイルストーンコンテキストの捜索法の確立に向けて2020

    • Author(s)
      渡辺 俊介, 佐伯 元司, 林 晋平
    • Organizer
      第27回ソフトウェア工学の基礎ワークショップ
    • Related Report
      2020 Research-status Report
  • [Presentation] ChangeBeadsThreader: An Interactive Environment for Tailoring Automatically Untangled Changes2020

    • Author(s)
      Satoshi Yamashita, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      27th IEEE International Conference on Software Analysis, Evolution and Reengineering
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 探索に基づくローカルリファクタリングの検出2020

    • Author(s)
      筒井 湧暉, セーリム ナッタウット, 林 晋平, 佐伯 元司
    • Organizer
      情報処理学会第204回ソフトウェア工学研究発表会
    • Related Report
      2019 Research-status Report
  • [Presentation] The Impact of Systematic Edits in History Slicing2019

    • Author(s)
      Ryosuke Funaki, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      16th International Conference on Mining Software Repositories
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Toward Proactive Refactoring: An Exploratory Study on Decaying Modules2019

    • Author(s)
      Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      3rd International Workshop on Refactoring
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Detecting Bad Smells in Use Case Descriptions2019

    • Author(s)
      Yotaro Seki, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      27th IEEE International Requirements Engineering Conference
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Can Automated Impact Analysis Techniques Help Predict Decaying Modules?2019

    • Author(s)
      Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      35th IEEE International Conference on Software Maintenance and Evolution
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bug Localizationに対して不吉な臭いを使用する有用性の解明2019

    • Author(s)
      高橋 碧, セーリム ナッタウット, 林 晋平, 佐伯 元司
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会(2019年10月)
    • Related Report
      2019 Research-status Report
  • [Presentation] Change Untangling結果の対話的最適化支援環境の試作2019

    • Author(s)
      山下 慧, 林 晋平, 佐伯 元司
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会(2019年10月)
    • Related Report
      2019 Research-status Report
  • [Presentation] Investigating Effective Usages of Code Smell Information for Bug Localization2019

    • Author(s)
      Aoi Takahashi, Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      10th International Workshop on Empirical Software Engineering in Practice
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Interactive Environment for Tailoring Automatically Untangled Changes2019

    • Author(s)
      Satoshi Yamashita, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      10th International Workshop on Empirical Software Engineering in Practice
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Toward Automated Refactoring of Clone Groups2019

    • Author(s)
      Yutaro Otani, Motoshi Saeki, Shinpei Hayashi
    • Organizer
      10th International Workshop on Empirical Software Engineering in Practice
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 依存関係を考慮した部分コミット履歴の再構成支援2019

    • Author(s)
      舟木 亮介, 林 晋平, 佐伯 元司
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会(2019年1月)
    • Related Report
      2018 Research-status Report
  • [Presentation] リファクタリング実証的研究のためのデータセット作成環境2019

    • Author(s)
      倉本 涼, 林 晋平, 佐伯 元司
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会(2019年3月)
    • Related Report
      2018 Research-status Report
  • [Presentation] ブランチを考慮したプロアクティブなソフトウェアメトリクス値の算出2019

    • Author(s)
      伊勢本 圭亮, 佐伯 元司, 林 晋平
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会(2019年3月)
    • Related Report
      2018 Research-status Report
  • [Presentation] ユースケース記述中の不吉な臭いの体系化と検出2019

    • Author(s)
      関 洋太朗, 林 晋平, 佐伯 元司
    • Organizer
      情報処理学会第201回ソフトウェア工学研究発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] A Preliminary Study on Using Code Smells to Improve Bug Localization2018

    • Author(s)
      Aoi Takahashi, Natthawute Sae-Lim, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      26th IEEE/ACM International Conference on Program Comprehension
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Visualizing a Tangled Change for Supporting Its Decomposition and Commit Construction2018

    • Author(s)
      Sarocha Sothornprapakorn, Shinpei Hayashi, Motoshi Saeki
    • Organizer
      42nd IEEE Computer Software and Applications Conference
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2023-01-30  

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