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A Bayes empirical-Bayes model for software reliability

机译:软件可靠性的贝叶斯经验贝叶斯模型

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摘要

The authors present a model for the behavior of software failures. Their model fits into the general framework of empirical Bayes problems; however, they take a proper Bayes approach for inference by viewing the situation as a Bayes empirical-Bayes problem. An approximation due to D.V. Lindley (1980) plays a central role in the analysis. They show that the Littlewood-Verall model (1973) is an empirical Bayes model and discuss a fully Bayes analysis of it using the Bayes empirical-Bayes setup. Finally, they apply both models to some actual software failure data and compare their predictive performance.
机译:作者提出了软件故障行为的模型。他们的模型适合经验贝叶斯问题的一般框架。但是,他们通过将情况视为贝叶斯经验贝叶斯问题来采用适当的贝叶斯方法进行推理。由于D.V. Lindley(1980)在分析中起着核心作用。他们表明Littlewood-Verall模型(1973)是经验贝叶斯模型,并使用贝叶斯经验贝叶斯设置讨论了它的完整贝叶斯分析。最后,他们将这两个模型应用于一些实际的软件故障数据,并比较了它们的预测性能。

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