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Big data analysis platform for software reliability assessment

Research Project

Project/Area Number 15K01192
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionHiroshima University

Principal Investigator

Tadashi Dohi  広島大学, 工学研究科, 教授 (00243600)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordsソフトウェア信頼性 / ソフトウェアメトリクス / バグ予測 / リポジトリ / データマイニング / 信頼性評価 / ビッグデータ / 確率モデリング / リポジトリデータ / バグトラッキングシステム / NHPP / オープンソースプロジェクト / 統計推論 / リポジトリ分析 / 確率モデル / アルゴリズム開発 / 機械学習 / ソフトウェアフォールト / 実証分析 / ソフトウェア開発 / 回帰モデル / 確率過程 / ツール開発
Outline of Final Research Achievements

In the modern software development it is common to record the meta data observed in the development process, such as design information, process information, source code, etc., in the database called repository, and to utilize them for development and maintenance activities through the development project. It is known that as the development size increases the capacity of repository should be increasing. Then the data mining technologies for the repository data are becoming important. In this project, we developed a new fundamental technology to assess software reliability by utilizing the repository data. Especially, we analyzed several open source project data and developed a methodology and tool to quantify the software reliability measures.

Report

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

    (52 results)

All 2018 2017 2016 2015

All Journal Article (19 results) (of which Peer Reviewed: 19 results,  Open Access: 4 results) Presentation (29 results) (of which Int'l Joint Research: 16 results,  Invited: 4 results) Book (4 results)

  • [Journal Article] Optimal stopping time of software system test via artificial neural network with fault count data2018

    • Author(s)
      B. Momotaz and T. Dohi
    • Journal Title

      Journal of Quality in Maintenance Engineering

      Volume: 24

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A neuro-based software fault prediction with Box-Cox power transformation2017

    • Author(s)
      B. Momotaz and T. Dohi
    • Journal Title

      Journal of Software Engineering and Applications

      Volume: 10

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 定性的信頼性/安全性解析支援ツールの開発2017

    • Author(s)
      土肥正, 岡村寛之
    • Journal Title

      SEC ジャーナル

      Volume: 13

    • NAID

      40021338374

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An adaptive cost-based software rejuvenation scheme with nonparametric predictive inference approach2017

    • Author(s)
      K. Rinsaka and T. Dohi
    • Journal Title

      Journal of the Operations Research Society of Japan

      Volume: 60

    • NAID

      130006182214

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Optimal release time estimation of software system using Box-Cox transformation and neural network2017

    • Author(s)
      B. Momotaz and T. Dohi
    • Journal Title

      International Journal of Mathematical, Engineering and Management Sciences

      Volume: 3

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A comprehensive evaluation of software rejuvenation policies for transaction systems with Markovian arrivals2017

    • Author(s)
      J. Zheng, H. Okamura and T. Dohi
    • Journal Title

      IEEE Transactions on Reliability

      Volume: 66

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal planning for open source software updates2016

    • Author(s)
      C. Luo, H. Okamura and T. Dohi
    • Journal Title

      Journal of Risk and Reliability

      Volume: 230 Pages: 44-53

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] PH fitting algorithm and its application to reliability engineering2016

    • Author(s)
      H. Okamura and T. Dohi
    • Journal Title

      Journal of the Operations Research Society of Japan

      Volume: 59 Pages: 72-109

    • NAID

      130005124577

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Toward high assurance software systems with adaptive fault management2016

    • Author(s)
      K. Rinsaka and T. Dohi
    • Journal Title

      Software Quality Journal

      Volume: 24 Pages: 64-85

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimal software release decision based on nonparametric inference approach2016

    • Author(s)
      Y. Saito and T. Dohi
    • Journal Title

      Journal of the Japan Industrial Management Association

      Volume: 66 Pages: 396-405

    • NAID

      130005133238

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Analysis of optimal restart policies for software systems2016

    • Author(s)
      H. Okamura and T. Dohi
    • Journal Title

      Journal of the Japan Industrial Management Association

      Volume: 66 Pages: 416-425

    • NAID

      130005133236

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Predicting software reliability via completely monotone nonparametric estimator with grouped data2016

    • Author(s)
      Y. Saito and T. Dohi
    • Journal Title

      Journal of Systems and Software

      Volume: 117 Pages: 296-306

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimating prediction interval of cumulative number of software faults using back propagation algorithm2016

    • Author(s)
      B. Momotaz and T. Dohi
    • Journal Title

      International Journal of Computer and Information Science

      Volume: 17 Pages: 25-34

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Phase-type software reliability model: parameter estimation algorithms with grouped data2016

    • Author(s)
      H. Okamura and T. Dohi
    • Journal Title

      Annals of Operations Research

      Volume: 244 Pages: 177-208

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Dynamic software availability model with rejuvenatio2016

    • Author(s)
      T. Dohi and H. Okamura
    • Journal Title

      Journal of the Operations Research Society of Japan

      Volume: 59 Pages: 270-290

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] M-SRAT: Metrics-based software reliability assessment tool2015

    • Author(s)
      K. Shibata, K. Rinsaka and T. Dohi
    • Journal Title

      International Journal of Performability Engineering

      Volume: 11 Pages: 369-380

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Software reliability assessment via non-parametric maximum likelihood estimation2015

    • Author(s)
      Y. Saito and T. Dohi
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences (A)

      Volume: E98-A Pages: 2042-2050

    • NAID

      130005100661

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Quantifying resiliency of virtualized system with software rejuvenation2015

    • Author(s)
      H. Okamura, J. Guan, C. Luo and T. Dohi
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences (A)

      Volume: E98-A Pages: 2051-2059

    • NAID

      130005100660

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Software reliability modeling based on Burr XII distributions2015

    • Author(s)
      T. Imanaka and T. Dohi
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences (A)

      Volume: E98-A Pages: 2091-2095

    • NAID

      110009903201

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] Software aging detection using continuous-time hidden Markov model2017

    • Author(s)
      H. Okamura, J. Zheng and T. Dohi
    • Organizer
      The 36th International Symposium on Reliable Distributed Systems (SRDS 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A generalized bivariate modeling framework of fault detection and correction processes2017

    • Author(s)
      H. Okamura and T. Dohi
    • Organizer
      The 26th International Symposium on Software Reliability Engineering (ISSRE 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Software reliability modeling and analysis via kernel-based approach2017

    • Author(s)
      K. Okumura, H. Okamura and T. Dohi
    • Organizer
      The 22nd International Conference on Engineering of Complex Computer Systems (ICECCS 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A comprehensive evaluation of software reliability modeling based on Marshall-Olkin type fault-detection time distributions2017

    • Author(s)
      M. Kawasaki, H. Okamura and T. Dohi
    • Organizer
      The 24th Asia-Pacific Software Engineering Conference (APSEC 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Prognostics and health management in software systems engineering2017

    • Author(s)
      T. Dohi
    • Organizer
      The IEEE 9th International Workshop on Software Aging and Rejuvenation (WoSAR 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Recent advances on neural computing in software reliability engineering2017

    • Author(s)
      T. Dohi
    • Organizer
      The International Conference on Soft Computing and Mathematical Modelling (ICSRS 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] A NPI-based adaptive software rejuvenation schedule under random censoring2016

    • Author(s)
      K. Rinsaka, W. E. Wong and T. Dohi
    • Organizer
      The IEEE 8th International Workshop on Software Aging and Rejuvenation
    • Place of Presentation
      Ottawa, Canada
    • Year and Date
      2016-10-23
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A phase expansion approach for transient analysis of software rejuvenation model2016

    • Author(s)
      H. Okamura and T. Dohi
    • Organizer
      The IEEE 8th International Workshop on Software Aging and Rejuvenation
    • Place of Presentation
      Ottawa, Canada
    • Year and Date
      2016-10-23
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 連続時間マルコフ連鎖の準定常分布の計算手法に関する一考察2016

    • Author(s)
      岡村寛之, 土肥正
    • Organizer
      日本オペレーションズ・リサーチ学会秋季研究発表会
    • Place of Presentation
      山形
    • Year and Date
      2016-09-15
    • Related Report
      2016 Research-status Report
  • [Presentation] Optimal software release decision via artificial neural network approach with bug count data2016

    • Author(s)
      M. Begum and T. Dohi
    • Organizer
      The 7th Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling
    • Place of Presentation
      Seoul, Korea
    • Year and Date
      2016-08-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] On the role of regression-based approach in software reliability engineering2016

    • Author(s)
      T. Dohi
    • Organizer
      The 2nd International Conference on Mathematical Techniques in Engineering Applications
    • Place of Presentation
      Dehradun, India
    • Year and Date
      2016-04-29
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Optimal software release decision via back propagation algorithm2016

    • Author(s)
      B. Momotaz and T. Doh
    • Organizer
      平成28年度電気・情報関連学会中国支部第67回連合大会
    • Place of Presentation
      東広島
    • Related Report
      2016 Research-status Report
  • [Presentation] A software reliability modeling based on Burr III distributions2016

    • Author(s)
      L. Quan, T. Dohi and H. Okamura
    • Organizer
      平成28年度電気・情報関連学会中国支部第67回連合大会
    • Place of Presentation
      東広島
    • Related Report
      2016 Research-status Report
  • [Presentation] Cox 回帰ソフトウェア信頼性モデルのパラメータ推定に関する一考察2016

    • Author(s)
      岡村寛之, 伊藤彰秀, 土肥正
    • Organizer
      電子情報通信学会信頼性研究会
    • Place of Presentation
      東京
    • Related Report
      2016 Research-status Report
  • [Presentation] 幾何分布ソフトウェア信頼性モデルに対する推定可能な方法2016

    • Author(s)
      土肥正,岡村寛之
    • Organizer
      電子情報通信学会ディペンダブルコンピューティング研究会
    • Place of Presentation
      東京
    • Related Report
      2016 Research-status Report
  • [Presentation] フォールト修正時刻を考慮した位相型ソフトウェア信頼性モデルに関する考察2016

    • Author(s)
      岡村寛之, 土肥正
    • Organizer
      電子情報通信学会信頼性研究会
    • Place of Presentation
      小樽
    • Related Report
      2016 Research-status Report
  • [Presentation] 位相型近似に基づいたソフトウェア若化モデルの過渡解析に関する一考察2016

    • Author(s)
      岡村寛之, 土肥正
    • Organizer
      電子情報通信学会信頼性研究会
    • Place of Presentation
      那覇
    • Related Report
      2016 Research-status Report
  • [Presentation] オープンソースソフトウェアのバグ修正過程に関する定量的考察2016

    • Author(s)
      後田貴博, 齋藤靖洋, 土肥正, 岡村寛之
    • Organizer
      電子情報通信学会信頼性研究会
    • Place of Presentation
      三浦
    • Related Report
      2016 Research-status Report
  • [Presentation] 実証ソフトウェア信頼性工学~現状と課題~2015

    • Author(s)
      土肥正
    • Organizer
      2015年第2回アシュアランスシステム研究会 [電子情報通信学会ディペンダブルコンピューティング研究専門委員会第二種研究会]
    • Place of Presentation
      広島
    • Year and Date
      2015-12-22
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Towards comprehensive software reliability evaluation in open source software2015

    • Author(s)
      H. Okamura and T. Dohi
    • Organizer
      The 24th International Symposium on Software Reliability Engineering (ISSRE 2015)
    • Place of Presentation
      Washington DC (USA)
    • Year and Date
      2015-11-02
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] テスト環境要因を考慮したソフトウェア信頼性モデルの拡張2015

    • Author(s)
      岡村寛之, 土肥正
    • Organizer
      日本オペレーションズ・リサーチ学会秋季研究発表会
    • Place of Presentation
      北九州
    • Year and Date
      2015-09-10
    • Related Report
      2015 Research-status Report
  • [Presentation] Robustness of non-homogeneous gamma process-based software reliability models2015

    • Author(s)
      Y. Saito and T. Dohi
    • Organizer
      The 2015 IEEE International Conference on Software Quality, Reliability and Security (QRS 2015)
    • Place of Presentation
      Vancouver (Canada)
    • Year and Date
      2015-08-03
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Fine-grained software reliability estimation using software testing inputs2015

    • Author(s)
      H. Okamura, Y. Takekoshi and T. Dohi
    • Organizer
      The 2015 IEEE International Conference on Software Quality, Reliability and Security (QRS 2015)
    • Place of Presentation
      Vancouver (Canada)
    • Year and Date
      2015-08-03
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Prediction interval of cumulative number of software faults using multilayer perceptron2015

    • Author(s)
      M. Begum and T. Dohi
    • Organizer
      The 3rd International Conference on Applied Computing & Information Technology (ACIT2015)
    • Place of Presentation
      岡山
    • Year and Date
      2015-07-12
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 非定常べき乗則過程に基づいたソフトウェア信頼性評価2015

    • Author(s)
      齋藤靖洋, 土肥正
    • Organizer
      電子情報通信学会信頼性研究会
    • Place of Presentation
      東京
    • Year and Date
      2015-06-19
    • Related Report
      2015 Research-status Report
  • [Presentation] 報酬構造を考慮したテストケース生成と信頼性評価の効率性2015

    • Author(s)
      小澤公貴,土肥正
    • Organizer
      ソフトウェアシンポジウム2015
    • Place of Presentation
      和歌山
    • Year and Date
      2015-06-14
    • Related Report
      2015 Research-status Report
  • [Presentation] A note on variational Bayes approach for software reliability growth model with normal distributio2015

    • Author(s)
      H. Okamura and T. Dohi
    • Organizer
      The 9th International Conference on Mathematical Methods in Reliability, --Theory, Methods and Applications -- (MMR-2015)
    • Place of Presentation
      東京
    • Year and Date
      2015-06-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Nonparametric maximum likelihood estimator with software fault count data2015

    • Author(s)
      Y. Saito and T. Dohi
    • Organizer
      The 9th International Conference on Mathematical Methods in Reliability, --Theory, Methods and Applications -- (MMR-2015)
    • Place of Presentation
      東京
    • Year and Date
      2015-06-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 非同次ガンマ過程に基づいたソフトウェア信頼性におけるノンパラメトリック推定2015

    • Author(s)
      齋藤靖洋, 土肥正
    • Organizer
      電子情報通信学会信頼性研究会
    • Place of Presentation
      隠岐
    • Year and Date
      2015-05-22
    • Related Report
      2015 Research-status Report
  • [Book] Reliability Modeling with Computer and Maintenance Applications2017

    • Author(s)
      X. Xiao and T. Dohi
    • Total Pages
      377
    • Publisher
      World Scientific
    • Related Report
      2017 Annual Research Report
  • [Book] Applied Computing & Information Technology2016

    • Author(s)
      M. Begum and T. Dohi
    • Total Pages
      15
    • Publisher
      Springer International Publishing
    • Related Report
      2016 Research-status Report
  • [Book] Principles of Performance and Reliability Modeling and Evaluation2016

    • Author(s)
      H. Okamura and T. Dohi
    • Total Pages
      26
    • Publisher
      Springer
    • Related Report
      2016 Research-status Report
  • [Book] ソフトウェア工学の基礎 XXIII2016

    • Author(s)
      岡村寛之,高倉将太,土肥正
    • Total Pages
      9
    • Publisher
      近代科学社
    • Related Report
      2016 Research-status Report

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

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