A survey of software reliability models and an application of the Bayesian belief networks model

被引：0
|
作者：
Wan, QL [1 ]
Samadzadeh, MH [1 ]
机构：
[1] Microsoft Corp, Redmond, WA 98052 USA
来源：
SERP '05: PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING RESEARCH AND PRACTICE, VOLS 1 AND 2 | 2005年
关键词：
software reliability models; Bayesian belief networks;
D O I：
暂无
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
Software reliability models have been developed to predict or estimate the reliability, of software during the software life cycle. There are more than 40 software reliability models in the open literature, but no single model is best for ever), case. In this work, six software reliability models: Musa's models, the Jelinski-Moranda model, the Geol-Okumoto NHPP model, Shooman's model, the Littlewood-Verral model, and the Bayesian Belief Networks (BBN) model were investigated and compared. Then the BBN model was applied to predict the reliability of PipeOnLine2.0, a software system developed to process large-scale DNA and protein data.
引用
收藏
页码：195 / 201
页数：7
相关论文
共 50 条
  • [31] Application of Bayesian Belief Networks for the prediction of macroinvertebrate taxa in rivers
    Adriaenssens, V
    Goethals, PLM
    Charles, J
    De Pauw, N
    [J]. ANNALES DE LIMNOLOGIE-INTERNATIONAL JOURNAL OF LIMNOLOGY, 2004, 40 (03) : 181 - 191
  • [32] BAYESIAN EXTENSIONS TO A BASIC MODEL OF SOFTWARE-RELIABILITY
    JEWELL, WS
    [J]. IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1985, 11 (12) : 1465 - 1471
  • [33] Objective Bayesian analysis of JM model in software reliability
    Lian, Yongqiang
    Tang, Yincai
    Wang, Yijun
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2017, 109 : 199 - 214
  • [34] Variational Bayesian approach for exponential software reliability model
    Okamura, Hiroyuki
    Sakoh, Tetsuya
    Dohi, Tadashi
    [J]. PROCEEDINGS OF THE 10TH IASTED INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND APPLICATIONS, 2006, : 82 - +
  • [35] BAYESIAN EXTENSIONS TO A BASIC MODEL OF SOFTWARE RELIABILITY.
    Jewell, William S.
    [J]. 1600, (SE-11):
  • [36] A Bayesian Model Averaging Method for Software Reliability Assessment
    Yu, Qiumin
    Li, Zhaojun
    [J]. 2020 ASIA-PACIFIC INTERNATIONAL SYMPOSIUM ON ADVANCED RELIABILITY AND MAINTENANCE MODELING (APARM), 2020,
  • [37] Extended Bayesian regression models: A symbiotic application of belief networks and multilayer perceptrons for the classification of ovarian tumors
    Antal, P
    Fannes, G
    De Moor, B
    Vandewalle, J
    Moreau, Y
    Timmerman, D
    [J]. ARTIFICIAL INTELLIGENCE IN MEDICINE, PROCEEDINGS, 2001, 2101 : 177 - 187
  • [38] Reliability Models for Application Software in Maintenance Phase
    Chen, Yung-Chung
    Tsai, Shih-Ying
    Chen, Peter
    [J]. INDUSTRIAL ENGINEERING AND MANAGEMENT SYSTEMS, 2008, 7 (01): : 51 - 56
  • [39] Local polynomial software reliability models and their application
    Dohi, Tadashi
    Li, Siqiao
    Hiroyuki, Okamura
    [J]. INFORMATION AND SOFTWARE TECHNOLOGY, 2024, 166
  • [40] A 20-year mapping of Bayesian belief networks in software project management
    Sousa, Abraham L. R.
    Souza, Cleidson R. B.
    Reis, Rodrigo Q.
    [J]. IET SOFTWARE, 2022, 16 (01) : 14 - 28
12345