NHPP-Based Software Reliability Models Using Equilibrium Distribution
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences E95A 巻 5 号
894-902 頁
2012 発行
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タイトル ( eng ) |
NHPP-Based Software Reliability Models Using Equilibrium Distribution
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作成者 |
Xiao Xiao
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収録物名 |
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
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巻 | E95A |
号 | 5 |
開始ページ | 894 |
終了ページ | 902 |
抄録 |
Non-homogeneous Poisson processes (NHPPs) have gained much popularity in actual software testing phases to estimate the software reliability, the number of remaining faults in software and the software release timing. In this paper, we propose a new modeling approach for the NHPP-based software reliability models (SRMs) to describe the stochastic behavior of software fault-detection processes. The fundamental idea is to apply the equilibrium distribution to the fault-detection time distribution in NHPP-based modeling. We also develop efficient parameter estimation procedures for the proposed NHPP-based SRMs. Through numerical experiments, it can be concluded that the proposed NHPP-based SRMs outperform the existing ones in many data sets from the perspective of goodness-of-fit and prediction performance.
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著者キーワード |
software reliability
equilibrium distribution
EM algorithm
NHPP
real data analysis
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NDC分類 |
総記 [ 000 ]
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言語 |
英語
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資源タイプ | 学術雑誌論文 |
出版者 |
一般社団法人電子情報通信学会
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発行日 | 2012 |
権利情報 |
Copyright (c) 2012 The Institute of Electronics, Information and Communication Engineers
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出版タイプ | Version of Record(出版社版。早期公開を含む) |
アクセス権 | オープンアクセス |
収録物識別子 |
[ISSN] 0916-8508
[DOI] 10.1587/transfun.E95.A.894
[NCID] AA10826239
[DOI] http://dx.doi.org/10.1587/transfun.E95.A.894
[URI] http://search.ieice.org/
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