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
Link To Document :
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