Further remarks on absorbing Markov decision processes

IF 0.8 4区 管理学 Q4 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Operations Research Letters Pub Date : 2024-09-24 DOI:10.1016/j.orl.2024.107191
Yi Zhang, Xinran Zheng
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Abstract

In this note, based on the recent remarkable results of Dufour and Prieto-Rumeau, we deduce that for an absorbing Markov decision process with a given initial state, under a standard compactness-continuity condition, the space of occupation measures has the same convergent sequences, when it is endowed with the weak topology and with the weak-strong topology. We provided two examples demonstrating that imposed condition cannot be replaced with its popular alternative, and the above assertion does not hold for the space of marginals of occupation measures on the state space. Moreover, the examples also clarify some results in the previous literature.
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关于吸收马尔可夫决策过程的进一步评论
在这篇论文中,我们基于杜富尔和普里埃托-鲁莫最近的杰出成果,推导出对于具有给定初始状态的吸收马尔可夫决策过程,在标准的紧凑性-连续性条件下,当它被赋予弱拓扑学和弱-强拓扑学时,占领度量空间具有相同的收敛序列。我们举了两个例子,证明强加的条件不能用流行的替代条件来代替,而且上述断言对于状态空间上的占领度量的边际空间也不成立。此外,这些例子还澄清了以往文献中的一些结果。
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来源期刊
Operations Research Letters
Operations Research Letters 管理科学-运筹学与管理科学
CiteScore
2.10
自引率
9.10%
发文量
111
审稿时长
83 days
期刊介绍: Operations Research Letters is committed to the rapid review and fast publication of short articles on all aspects of operations research and analytics. Apart from a limitation to eight journal pages, quality, originality, relevance and clarity are the only criteria for selecting the papers to be published. ORL covers the broad field of optimization, stochastic models and game theory. Specific areas of interest include networks, routing, location, queueing, scheduling, inventory, reliability, and financial engineering. We wish to explore interfaces with other fields such as life sciences and health care, artificial intelligence and machine learning, energy distribution, and computational social sciences and humanities. Our traditional strength is in methodology, including theory, modelling, algorithms and computational studies. We also welcome novel applications and concise literature reviews.
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