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Security Games with Ambiguous Information about Attacker Types

机译:有关攻击者类型的信息不明确的安全游戏

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There has been significant recent interest in security games, which are used to solve the problems of limited security resource allocation. In particular, the research focus is on the Bayesian Stackelberg game model with incomplete information about players' types. However, in real life, the information in such a game is often not only incomplete but also ambiguous for lack of sufficient evidence, i.e., the defender could not precisely have the probability of each type of the attacker. To address this issue, we define a new kind of security games with ambiguous information about the attacker's types. In this paper, we also propose an algorithm to find the optimal mixed strategy for the defender and analyse the computational complexity of the algorithm. Finally, we do lots of experiments to evaluate that our model.
机译:最近,人们对安全游戏产生了极大的兴趣,这些安全游戏用于解决安全资源分配有限的问题。特别是,研究重点是贝叶斯Stackelberg博弈模型,该模型具有关于玩家类型的不完整信息。但是,在现实生活中,这种游戏中的信息通常不仅不完整,而且由于缺乏足够的证据而模棱两可,即,防御者无法精确地掌握每种类型的攻击者的概率。为了解决此问题,我们定义了一种新型的安全游戏,其中包含有关攻击者类型的模糊信息。在本文中,我们还提出了一种算法,用于寻找防御者的最佳混合策略并分析该算法的计算复杂性。最后,我们做了很多实验来评估我们的模型。

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