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Security Strategies of Both Players in Asymmetric Information Zero-Sum Stochastic Games with an Informed Controller

机译:具有信息控制器的不对称信息零和随机游戏中双方玩家的安全策略

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摘要

This paper considers a zero-sum two-player asymmetric information stochastic game where only one player knows the system state, and the transition law is controlled by the informed player only. For the informed player, it has been shown that the security strategy only depends on the belief and the current stage. We provide LP formulations whose size is only linear in the size of the uninformed player's action set to compute both history based and belief based security strategies. For the uninformed player, we focus on the regret, the difference between 0 and the future payoff guaranteed by the uninformed player in every possible state. Regret is a real vector of the same size as the belief, and depends only on the action of the informed player and the strategy of the uninformed player. This paper shows that the uninformed player has a security strategy that only depends on the regret and the current stage. LP formulations are then given to compute the history based security strategy, the regret at every stage, and the regret based security strategy. The size of the LP formulations are again linear in the size of the uninformed player action set. Finally, an intrusion detection problem is studied to demonstrate the main results in this paper.
机译:本文考虑了一个零和两人两人不对称信息随机游戏,其中只有一个人知道系统状态,并且过渡规律仅由知情人控制。对于有见识的玩家,已经证明安全策略仅取决于信念和当前阶段。我们提供的LP公式的大小仅与未知情的玩家的操作集大小成线性关系,以计算基于历史记录和基于信念的安全策略。对于不知情的玩家,我们将重点放在遗憾,0和不知情的玩家在每种可能的状态下保证的未来收益之间的差。后悔是一个与信念相同大小的真实向量,仅取决于知情玩家的行动和无知玩家的策略。本文表明,不知情的玩家的安全策略仅取决于遗憾和当前阶段。然后给出LP公式来计算基于历史的安全策略,每个阶段的遗憾以及基于遗憾的安全策略。 LP公式的大小在未通知玩家行为集的大小上也呈线性关系。最后,研究了入侵检测问题以证明本文的主要结果。

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