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Hyper-Erlang Software Reliability Model

机译:超erlang软件可靠性模型

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摘要

This paper proposes a hyper-Erlang software reliability model (HErSRM)in the framework of non-homogeneous Poisson process (NHPP) modeling. The proposed HErSRM is a generalized model which contains some existing NHPP-based SRMs like Goel-Okumoto SRM and Delayed S-shaped SRM, and can represent a variety of software fault-detection patterns. Such characteristics are useful to solve the model selection problem arising in the practical use of NHPP-based SRMs. More precisely, we discuss the statistical inference of HErSRM based on the EM(expectation-maximization) algorithm. In numerical experiments, we show that the HErSRM outperforms conventional NHPP-based SRMs with respect to fitting ability.
机译:本文提出了一种超友好软件可靠性模型(HERSRM)在非同质泊松过程(NHPP)建模框架中。所提出的HERSRM是一个广义模型,它包含一些基于NHPP的SRMS,如GoEL-Okumoto SRM和延迟的S形SRM,并且可以代表各种软件故障检测模式。这些特征可用于解决基于NHPP的SRMS实际使用中出现的模型选择问题。更确切地说,我们讨论了基于EM(预期最大化)算法的HERSRM的统计推断。在数值实验中,我们表明Hersrm相对于拟合能力优异地优于常规的基于NHPP的SRMS。

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