National Tsing Hua University Institutional Repository:An Investigation into Whether the NHPP Framework Is Suitable For Software Reliability Prediction and Estimation
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    National Tsing Hua University Institutional Repository > 電機資訊學院 > 資訊工程學系 > 期刊論文 >  An Investigation into Whether the NHPP Framework Is Suitable For Software Reliability Prediction and Estimation


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    题名: An Investigation into Whether the NHPP Framework Is Suitable For Software Reliability Prediction and Estimation
    作者: C. T. Lin;K. W. Tang;J. R. Chang;C. Y. Huang
    教師: 黃慶育
    日期: 2010
    出版者: Institute of Electrical and Electronics Engineers
    關聯: Proceedings of the 2010 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM 2010), Macau, China, 7-10 Dec. 2010, pp. 626-630
    关键词: Software testing
    artificial neural network (ANN)
    homogeneous Poisson process (HPP)
    non-homogeneous Poisson process (NHPP)
    software reliability
    software reliability growth models (SRGMs)
    statistical test
    摘要: Many software reliability growth models (SRGMs) based on non-homogeneous Poisson process (NHPP) framework have been proposed for estimating the reliability growth of products. However, some concerns regarding the properties of NHPP framework were exposed and discussed while the NHPP models have received considerable attention. Two main concerns are (I) the variance of an NHPP-based model grows as software testing proceeds, which was considered an unreasonable NHPP property for describing software failure behavior; and (II) the numbers of failures observed in disjoint time intervals are independent, which may fails in the early stage of software testing. With regard to Concern (I), we will justify the validity of NHPP framework through a mathematical perspective, i.e. the process of parameter estimation for NHPP models. Considering Concern (II), we will explain why NHPP SRGMs are still workable from the applicable perspectives. As a result, we believe the NHPP framework may still have merit.
    相関连結: http://www.ieee.org/
    URI: http://nthur.lib.nthu.edu.tw/dspace/handle/987654321/82442
    显示于类别:[資訊工程學系] 期刊論文
    [資訊系統與應用研究所] 會議論文

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