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Robustness inequality for Markov control processes with unbounded costs

机译:具有无限成本的Markov控制过程的鲁棒不等式

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The paper discusses the robustness of discrete-time Markov control processes whose transition probabilities are known up to certain degree of accuracy. Upper bounds of increase of a discounted cost are derived when using an optimal control policy of the approximating process in order to control the original one. Bounds are given in terms of weighted total variation distance between transition probabilities. They hold for processes on Borel spaces with unbounded one-stage costs functions. (C) 1998 Elsevier Science B.V. All rights reserved. [References: 17]
机译:本文讨论了离散时间马尔可夫控制过程的鲁棒性,其转移概率已知到一定程度的精度。当使用近似过程的最优控制策略来控制原始折扣时,可以得出折扣成本增加的上限。边界是根据过渡概率之间的加权总变化距离给出的。它们适用于具有无限制的一阶段成本函数的Borel空间上的过程。 (C)1998 Elsevier Science B.V.保留所有权利。 [参考:17]

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