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A Maximal Entropy Stochastic Process for a Timed Automaton

机译:定时自动机的最大熵随机过程

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Several ways of assigning probabilities to runs of timed automata (TA) have been proposed recently. When only the TA is given, a relevant question is to design a probability distribution which represents in the best possible way the runs of the TA. This question does not seem to have been studied yet. We give an answer to it using a maximal entropy approach. We introduce our variant of stochastic model, the stochastic process over runs which permits to simulate random runs of any given length with a linear number of atomic operations. We adapt the notion of Shannon (continuous) entropy to such processes. Our main contribution is an explicit formula defining a process Y* which maximizes the entropy. This formula is an adaptation of the so-called Shannon-Parry measure to the timed automata setting. The process Y~* has the nice property to be ergodic. As a consequence it has the asymptotic equipartition property and thus the random sampling w.r.t. Y~* is quasi uniform.
机译:最近提出了几种分配对定时自动机(TA)的概率的方法。当仅提供TA时,相关问题是设计概率分布,该概率分布以最佳方式表示T​​A的运行。这个问题似乎尚未研究过。我们使用最大熵方法给予它所答案。我们介绍了随机模型的变体,随机过程通过运行,这允许使用线性数量的原子操作模拟任何给定长度的随机运行。我们将香农(连续)熵的概念调整到这些过程。我们的主要贡献是一个明确的公式,限定了最大化熵的过程Y *。该公式是将所谓的Shannon-Parry测量值适应定时自动机设置。这个过程Y〜*有很好的财产是ergodic。结果,它具有渐近额征属性,因此是随机抽样W.R.T. Y〜*是准制服。

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