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Happy Coding: Software Quality Prediction using Emotional Estimation

Research Project

Project/Area Number 15K00096
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Software
Research InstitutionKyoto Institute of Technology

Principal Investigator

Mizuno Osamu  京都工芸繊維大学, 情報工学・人間科学系, 教授 (60314407)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywordsソフトウェア不具合予測 / 感情推定 / リポジトリマイニング / ソフトウェア不具合 / 因果関係 / ソースコード / 感情極性 / フォールト検出
Outline of Final Research Achievements

In this research, we analyze the relationship between the transitions of the developers' emotional polarities of commit comments and the characteristics of the projects, by applying sentiment analysis to the commit comments stored in source code repositories.
We apply this experiment to four open source software projects. As a result, we found that there are cases where there is a significant difference in their emotional polarities among those two groups of the four projects which divided based on the characteristics of the projects and mainly used programming language. We also found and analyzed that there are comments that inconvenience when applying sentiment analysis to commit comments.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (4 results)

All 2018 2017 2016

All Journal Article (1 results) Presentation (3 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] ソフトウェア開発プロジェクトにおける感情極性推移の分析2018

    • Author(s)
      中川 要
    • Journal Title

      京都工芸繊維大学 修士学位論文

      Volume: 2018 Pages: 1-27

    • Related Report
      2017 Annual Research Report
  • [Presentation] LiNGAMを用いた因果関係同定による工数データセットの分析2017

    • Author(s)
      近藤 将成, 水野 修
    • Organizer
      電子情報通信学会技術報告, 116(426, SS2016-36)
    • Place of Presentation
      京都工芸繊維大学
    • Year and Date
      2017-01-25
    • Related Report
      2016 Research-status Report
  • [Presentation] Analysis on Causal-Effect Relationship in Effort Metrics Using Bayesian LiNGAM2016

    • Author(s)
      Masanari Kondo, Osamu Mizuno
    • Organizer
      27th International Symposium on Software Reliability Engineering (ISSRE2016)
    • Place of Presentation
      Ottawa, Canada
    • Year and Date
      2016-10-23
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] ソースコードの特性を考慮した感情極性の分析2016

    • Author(s)
      山田 晃久, 水野 修
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会 SS2015-77, pages 7-12 2016年3月. ()
    • Place of Presentation
      宮古島市, 沖縄県
    • Year and Date
      2016-03-10
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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