• DocumentCode
    2302527
  • Title

    Integrated Evaluation Model of Software Reliability Based on Multi-information

  • Author

    Shouwei, Zhao ; Zhizhou, Lu ; Sasa, Ma ; Dongqin, Liu

  • Author_Institution
    Hebei Province Educ. & Examination Authority, Shijiazhuang, China
  • Volume
    3
  • fYear
    2009
  • fDate
    19-21 May 2009
  • Firstpage
    410
  • Lastpage
    414
  • Abstract
    The software reliability prediction model based on software quality measurement (program characteristics) and the software reliability growth model based on statistics characteristic (failure data) are the main quantification evaluation and prediction methods of software reliability. The modern creditability theory based on Bayesian estimation was introduced into the multi-information integrated modeling of software reliability evaluation and prediction. By this means, the prediction result of software reliability based on the metrics of software quality and the evaluation result of software reliability growth models based on failure data are combined reasonably via the credibility factor. Thus the extensive information related to software reliability was utilized and integrated so as to make the evaluated result of software reliability more reasonable. According to the modeling means of variance decomposition and optimal linear non-homogeneous credibility estimator, the mathematic expression of this integrated evaluation model of software reliability based on Bayesian estimation was described in detail, and the solution of credibility factor was illustrated. The data experiment testified its rationality and feasibility of this multi-information integrated model.
  • Keywords
    Bayes methods; software metrics; software quality; software reliability; Bayesian estimation; credibility factor; failure data; multi-information integrated modeling; optimal linear non-homogeneous credibility estimator; program characteristics; software metrics; software quality measurement; software reliability growth model; software reliability prediction model; statistics characteristic; variance decomposition; Bayesian methods; Mathematical model; Mathematics; Prediction methods; Predictive models; Software measurement; Software quality; Software reliability; Statistics; Testing; Bayesian estimation; credibility estimator; software quality measurement; software reliability growth model;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Software Engineering, 2009. WCSE '09. WRI World Congress on
  • Conference_Location
    Xiamen
  • Print_ISBN
    978-0-7695-3570-8
  • Type

    conf

  • DOI
    10.1109/WCSE.2009.300
  • Filename
    5319439