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引用次数: 124

摘要

随机化是顺序计算和分布式计算的关键因素。关于随机算法的推理是非平凡的。在20世纪80年代,这开创了第一个证明方法、逻辑和模型检查算法。从那时起,概率验证领域有了很大的发展。本文研究了概率模型的算法验证,特别是概率模型检验。我们提供了主要模型、底层算法、可靠性和可靠性分析等应用的非正式描述,并描述了自动化参数综合的最新发展。
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The Probabilistic Model Checking Landscape*
Randomization is a key element in sequential and distributed computing. Reasoning about randomized algorithms is highly non-trivial. In the 1980s, this initiated first proof methods, logics, and model-checking algorithms. The field of probabilistic verification has developed considerably since then. This paper surveys the algorithmic verification of probabilistic models, in particular probabilistic model checking. We provide an informal account of the main models, the underlying algorithms, applications from reliability and dependability analysis—and beyond—and describe recent developments towards automated parameter synthesis.
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