在战略游戏中使用HMM

M. Benevides, Isaque M. S. Lima, R. Nader, P. Rougemont
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引用次数: 1

摘要

在本文中,我们描述了一种解决战略博弈的方法,在这种博弈中,玩家可以在博弈过程中采取不同的类型。我们的目标是推断对手在每个时刻采用哪种类型,这样我们就可以增加玩家的赔率。为了实现这一目标,我们将马尔可夫博弈与隐马尔可夫模型相结合。我们讨论一个网球游戏的假设例子,其解决方案可以应用于任何具有类似特征的游戏。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using HMM in Strategic Games
In this paper we describe an approach to resolve strategic games in which players can assume different types along the game. Our goal is to infer which type the opponent is adopting at each moment so that we can increase the player's odds. To achieve that we use Markov games combined with hidden Markov model. We discuss a hypothetical example of a tennis game whose solution can be applied to any game with similar characteristics.
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