An Empirical Study of Reliability Growth of Open versus Closed Source Software through Software Reliability Growth Models

Najeeb Ullah, M. Morisio
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引用次数: 10

Abstract

The purpose of this study is to analyze the reliability growth of Open Source Software (OSS) versus software developed in-house (i.e. Closed Source Software, CSS) using Software Reliability Growth Model. This study uses 22 datasets containing failure data of CSS and 18 datasets containing defect data of OSS projects. The failure data are modelled by eight SRGM (Musa Okumoto, Inflection S-Shaped, Goel Okumoto, Delayed S-Shaped, Logistic, Gompertz, Yamada Exponential, and Generalized Goel Model). These models are chosen due to their widespread use. The results can be summarized as follows All selected SRGM fit to defect data of the OSS projects in the same manner as that of CSS. OSS reliability grows similarly to that of CSS. Musa Okumoto and Inflection S-Shaped perform well for CSS, while for OSS Inflection S-Shaped and Gompertz are good performers. SRGM can be used for reliability characterization of OSS projects.
基于软件可靠性增长模型的开源与闭源软件可靠性增长实证研究
本研究的目的是利用软件可靠性增长模型分析开源软件(OSS)与内部开发的软件(即闭源软件,CSS)的可靠性增长。本研究使用了22个包含CSS失败数据的数据集和18个包含OSS项目缺陷数据的数据集。失效数据由8个SRGM模型(Musa Okumoto, Inflection S-Shaped, Goel Okumoto, Delayed S-Shaped, Logistic, Gompertz, Yamada Exponential和广义Goel模型)建模。选择这些模型是因为它们的广泛使用。结果可以总结如下:所有选择的SRGM都以与CSS相同的方式拟合OSS项目的缺陷数据。OSS的可靠性增长与CSS类似。Musa Okumoto和Inflection S-Shaped在CSS中表现很好,而在OSS中Inflection S-Shaped和Gompertz表现很好。SRGM可以用于OSS项目的可靠性表征。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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