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On the Efficiency of Deciding Probabilistic Automata Weak Bisimulation

机译:确定概率自动机弱双仿真的效率

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Weak probabilistic bisimulation on probabilistic automata can be decided by an algorithm that needs to check a polynomial number of linear programming problems encoding weak transitions. It is hence polynomial, but not guaranteed to be strongly polynomial. In this paper we show that for polynomial rational proba- bilistic automata strong polynomial complexity can be ensured. We further discuss complexity bounds for generic probabilistic automata. Then we consider several practical algorithms and LP transformations that enable an efficient solution for the concrete weak transition problem. This sets the ground for effective compositional minimisation approaches for probabilistic automata and Markov decision processes.
机译:概率自动机上的弱概率双仿真可以由需要检查编码弱转换的线性规划问题的多项式的算法来确定。因此,它是多项式,但不能保证是强多项式。本文表明,对于多项式有理概率自动机,可以确保强大的多项式复杂度。我们将进一步讨论通用概率自动机的复杂性界限。然后,我们考虑几种实用的算法和LP变换,它们可以为具体的弱过渡问题提供有效的解决方案。这为概率自动机和马尔可夫决策过程的有效成分最小化方法奠定了基础。

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