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Software Reliability Assessment via Multi-dimension Wavelet Analysis

Research Project

Project/Area Number 26730039
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Software
Research InstitutionTokyo Metropolitan University

Principal Investigator

XIAO XIAO  首都大学東京, システムデザイン研究科, 助教 (30707477)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsソフトウェア信頼性 / 非同次ポアソン過程 / ノンパラメトリック推定 / ウェーブレット解析 / 分散安定化変換 / 雑音除去 / バイアス補正 / 適合性評価 / ソフトウェア工学 / 信頼性評価 / ウェーブレット / データ解析 / ウェーブレット回帰 / ソフトウェアメトリクス
Outline of Final Research Achievements

In this research, we develop a wavelet analysis-based software reliability assessment method, keeping in mind the purpose of supporting decision makings in the software development project management. As a statistical inference technique, we focus on wavelet shrinkage estimation, and develop a theoretical framework to perform the statistical estimation with higher accuracy and lower computation cost. We develop a simplified statistical analysis tool to implement the wavelet-based estimation algorithm, and investigate the performance and applicability of the proposal though numerical experiments using real software fault data.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (16 results)

All 2017 2016 2015 2014

All Journal Article (4 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 4 results,  Acknowledgement Compliant: 1 results) Presentation (12 results) (of which Int'l Joint Research: 3 results,  Invited: 2 results)

  • [Journal Article] NHPP-based software reliability assessment using wavelets2017

    • Author(s)
      X. Xiao and T. Dohi
    • Journal Title

      Reliability Modeling with Applications II

      Volume: -

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] NHPP-Based Software Reliability Model with Marshall-Olkin Failure Time Distribution2015

    • Author(s)
      X. Xiao
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E98.A Issue: 10 Pages: 2060-2068

    • DOI

      10.1587/transfun.E98.A.2060

    • NAID

      130005100658

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Interval Estimation Method for Decision Making in Wavelet-Based Software Reliability Assessment2014

    • Author(s)
      X. Xiao and T. Dohi
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E97.D Issue: 5 Pages: 1058-1068

    • DOI

      10.1587/transinf.E97.D.1058

    • NAID

      130004519221

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Exponential-like software reliability models based on Binomial process2014

    • Author(s)
      X. Xiao and T. Dohi
    • Journal Title

      International Journal of Reliability and Quality Performance

      Volume: 6 Pages: 79-87

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] Wavelet shrinkage estimation using unbiased inverse transformation for software reliability assessment2016

    • Author(s)
      D. Tada, X. Xiao and H. Yamamoto
    • Organizer
      The 7th Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling (APARM2016)
    • Place of Presentation
      ソウル(韓国)
    • Year and Date
      2016-08-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 分散安定化変換を用いたウェーブレット縮小推定に関する一考察2016

    • Author(s)
      多田 大智,肖 霄,山本 久志
    • Organizer
      日本経営工学会2016年春季大会
    • Place of Presentation
      早稲田大学(東京都新宿区)
    • Year and Date
      2016-05-28
    • Related Report
      2016 Annual Research Report
  • [Presentation] ウェーブレット縮小推定における最高解像度レベルの決定方法に関する考察2016

    • Author(s)
      肖 霄,土肥 正
    • Organizer
      日本オペレーションズ・リサーチ学会--2016年春季研究発表会
    • Place of Presentation
      慶應義塾大学(神奈川県,横浜市)
    • Year and Date
      2016-03-17
    • Related Report
      2015 Research-status Report
  • [Presentation] On the application of wavelet in software reliability assessment2016

    • Author(s)
      X. Xiao
    • Organizer
      日本オペレーションズ・リサーチ学会 信頼性研究部会第15回研究会
    • Place of Presentation
      首都大学東京(東京都千代田区)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] A validation study of threshold methods in wavelet shrinkage estimation2015

    • Author(s)
      X. Xiao
    • Organizer
      電子情報通信学会・信頼性研究会
    • Place of Presentation
      機械振興会館(東京都,港区)
    • Year and Date
      2015-12-18
    • Related Report
      2015 Research-status Report
  • [Presentation] On the effect of variance-stabilizing transformation to wavelet-based software reliability assessment2015

    • Author(s)
      X. Xiao
    • Organizer
      京都大学数理解析研究所研究集会--不確実・不確定性の下での数理意思決定モデルとその周辺
    • Place of Presentation
      京都大学(京都府,左京区)
    • Year and Date
      2015-11-11
    • Related Report
      2015 Research-status Report
  • [Presentation] Software intensity function prediction by Haar wavelet regression2015

    • Author(s)
      X. Xiao
    • Organizer
      The 2015 IEEE International Conference on Software Quality, Reliability & Security
    • Place of Presentation
      Vancouver (Canada)
    • Year and Date
      2015-08-03
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Wavelet analysis in software reliability engineering2015

    • Author(s)
      X. Xiao
    • Organizer
      日本オペレーションズ・リサーチ学会中国・四国支部国際セミナー 2015
    • Place of Presentation
      広島大学(広島県,東広島市)
    • Year and Date
      2015-06-06
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Haar wavelet regression model for NHPP-based software reliability assessment2015

    • Author(s)
      X. Xiao
    • Organizer
      The 9th International Conference on Mathematical Methods in Reliability
    • Place of Presentation
      筑波大学(東京都,文京区)
    • Year and Date
      2015-06-01
    • Related Report
      2015 Research-status Report 2014 Research-status Report
    • Int'l Joint Research
  • [Presentation] Wavelet regression model for short-term software reliability prediction2014

    • Author(s)
      X. Xiao
    • Organizer
      京都大学数理解析研究所研究集会--不確実性の下での数理モデルとその周辺
    • Place of Presentation
      京都大学(京都府,左京区)
    • Year and Date
      2014-11-12 – 2014-11-14
    • Related Report
      2014 Research-status Report
  • [Presentation] Daubechies wavelet-based software reliability prediction2014

    • Author(s)
      X. Xiao
    • Organizer
      電子情報通信学会・信頼性研究会
    • Place of Presentation
      第一工業大学(鹿児島県,霧島市)
    • Year and Date
      2014-10-17
    • Related Report
      2014 Research-status Report
  • [Presentation] On applying Marshall-Olkin distribution to NHPP-based software reliability modeling2014

    • Author(s)
      X. Xiao
    • Organizer
      The 6th Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling
    • Place of Presentation
      北海学園大学(北海道,札幌市)
    • Year and Date
      2014-08-21 – 2014-08-23
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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