DocumentCode
3325667
Title
A SVM reliability evaluation model for component-based software systems
Author
Nie Peng
Author_Institution
Comput. Center of Practice Teaching, Jiangxi Univ. of Finance & Econ., Nanchang, China
fYear
2013
fDate
23-24 Dec. 2013
Firstpage
704
Lastpage
708
Abstract
The available state-based and path-based reliability models for the component-based software consume high computational cost and suffer from the evaluating complexity in the software evaluation. A SVM reliability evaluation model for component-based software systems (SVMREM) with a low complexity is presented in this paper. The component reliability SVM is performed to optimize the reliability evaluation time consumption. SVMREM has a low evaluation complexity and outperforms the state-based model and the path-based model of the reliability evaluation. Another advantage of SVMREM over the others is its software structure robustness. SVMREM only depends on the component historical reliabilities, which are independent from the software system structure. Based on the theory analysis and experiment results, it shows that the SVMREM reliability evaluating accuracy is acceptable when the software system structure is complex and the complexity of SVMREM is evidently lower than the contrast models.
Keywords
object-oriented programming; software metrics; software performance evaluation; software quality; software reliability; support vector machines; SVM reliability evaluation model; SVMREM reliability evaluating accuracy; component historical reliability; component reliability SVM; component-based software systems; contrast models; low evaluation complexity; path-based model; path-based reliability models; reliability evaluation time consumption; software evaluation; software structure robustness; software system structure; state-based model; state-based reliability models; theory analysis; Complexity theory; Computational modeling; Software reliability; Software systems; Support vector machines; component-based software system; software reliability; support vector machine component;
fLanguage
English
Publisher
ieee
Conference_Titel
Instrumentation and Measurement, Sensor Network and Automation (IMSNA), 2013 2nd International Symposium on
Conference_Location
Toronto, ON
Type
conf
DOI
10.1109/IMSNA.2013.6743373
Filename
6743373
Link To Document