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Construction of error prone module reusing prediction model

Research Project

Project/Area Number 23500043
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Software
Research InstitutionShinshu University

Principal Investigator

KAIJIRI Kenji  信州大学, 工学部, 教授 (80115336)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2011: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsソフトウェア保守 / メトリクス / ソフトウェア欠陥予測 / データマイニング / software metrics / error prone prediction
Research Abstract

In error prone module prediction, we construct a predictor using some prediction algorithm and some training data, then we predict the error proneness of testing data by using this predictor, so construction of adequate predictor for each testing data is an important problem. At first we tried data adjustment based on the similarity between the training data and the testing data, but we found that other project specific characteristics affect the accuracy of prediction.
In the next place, we considered knowledge based predictor mining method. In this method we construct the knowledge base which consists of many project data and their prediction accuracy data using several prediction algorithms and the project specific data. We constructed test data set and by using these data set and public data set, we showed the effectiveness of this method.We showed only the possibility of this method, so further consideration and prototype prediction tool construction are needed.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (16 results)

All 2014 2013 2012 2011 Other

All Journal Article (2 results) (of which Peer Reviewed: 1 results) Presentation (12 results) (of which Invited: 1 results) Remarks (2 results)

  • [Journal Article] IR 手法に基づくtraceability link recovery のためのmethod mining2014

    • Author(s)
      上田健之, 小形真平, 海谷治彦, 海尻賢二
    • Journal Title

      電子情報通信学会論文誌

      Volume: J97-D Pages: 414-426

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] IR手法に基づくtraceability link recovery のためのmethod mining2014

    • Author(s)
      上田健之、小形真平、海谷治彦、海尻賢二
    • Journal Title

      電子情報通信学会論文誌

      Volume: J97-D Pages: 414-426

    • Related Report
      2013 Annual Research Report
  • [Presentation] 学習に基づくerrot-prone モジュール予測器選択2014

    • Author(s)
      嶋大輔, 小形真平, 海谷治彦, 海尻賢二
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京
    • Year and Date
      2014-03-11
    • Related Report
      2013 Final Research Report
  • [Presentation] 最適なError-prone module 予測器を選択する手法の提案2014

    • Author(s)
      内宮秀明, 小形真平, 海谷治彦, 海尻賢二
    • Organizer
      電子情報通信学会KBSE 研究会
    • Place of Presentation
      東京
    • Year and Date
      2014-01-27
    • Related Report
      2013 Final Research Report
  • [Presentation] 学習に基づくerror-proneモジュール予測器選択2014

    • Author(s)
      嶋大輔、小形真平、海谷治彦、海尻賢二
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京都
    • Related Report
      2013 Annual Research Report
  • [Presentation] 最適なError-proneモジュール予測器を選択する手法の提案2014

    • Author(s)
      内宮秀明、小形真平、海谷治彦、海尻賢二
    • Organizer
      電子通信情報学会KBSE研究会
    • Place of Presentation
      東京都
    • Related Report
      2013 Annual Research Report
  • [Presentation] IR based Traceability Link Recovery Method Mining2013

    • Author(s)
      Takeyuki Ueda, Shinpei Ogata, Haruhiko Kaiya, Kenji Kaijiri
    • Place of Presentation
      Italy
    • Year and Date
      2013-10-28
    • Related Report
      2013 Final Research Report
  • [Presentation] IR based Traceability Link Recovery Method Mining2013

    • Author(s)
      Takeyuki Ueda, Shinpei Ogata, Haruhiko Kaiya, Kenji Kaijiri
    • Organizer
      ICSEA
    • Place of Presentation
      イタリア、ベニス
    • Related Report
      2013 Annual Research Report
  • [Presentation] 集約的手法によるError-proneモジュール予測器の識別手法の提案2013

    • Author(s)
      高橋利英、小形真平、海谷治彦、海尻賢二
    • Organizer
      情報処理学会 第75回全国大会
    • Place of Presentation
      仙台市 東北大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 最適なError-proneモジュール予測器の識別手法の提案2013

    • Author(s)
      松浦優、小形真平、海尻賢二
    • Organizer
      情報処理学会 第75回全国大会
    • Place of Presentation
      仙台市 東北大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 多数決手法によるError Prone予測手法の評価2012

    • Author(s)
      高橋利英、大西達也、小形真平、海谷治彦、海尻賢二
    • Organizer
      電子情報通信学会 KBSE研究会
    • Place of Presentation
      函館市 はこだて未来大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Ajaxアプリケーションの複雑性メトリクスの提案とツールの試作2012

    • Author(s)
      加賀谷有紀、海谷治彦、海尻賢二
    • Organizer
      電子情報通信学会 SS研究会
    • Place of Presentation
      沖縄県那覇市
    • Related Report
      2011 Research-status Report
  • [Presentation] AjaxのためのWeb保守性メトリクスの提案2011

    • Author(s)
      加賀谷有紀、海谷治彦、海尻賢二
    • Organizer
      電子情報通信学会 KBSE研究会
    • Place of Presentation
      長野県長野市
    • Related Report
      2011 Research-status Report
  • [Presentation] Experimental Software Engineering - 予測, traceability, データマイニング -

    • Author(s)
      海尻賢二
    • Organizer
      電子情報通信学会 KBSE研究会
    • Place of Presentation
      東京 機械振興会館
    • Related Report
      2012 Research-status Report
    • Invited
  • [Remarks] Error Prone moduleの予測 2012(科研費プロジェクト)

    • URL

      http://kaiunix.cs.shinshu-u.ac.jp/Theme/ErrorPronePrediction2012.html

    • Related Report
      2012 Research-status Report
  • [Remarks]

    • URL

      http://soar-rd.shinshu-u.ac.jp/profile/ja.gFypZVkh.html

    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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