• 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