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Evolution of Cooperation in Spatial Prisoner's Dilemma Game Based on Incremental Learning

机译:基于增量学习的空间囚徒困境博弈合作演化

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Cooperation among agents is critical in the field of agents' artificial intelligence (AT) and multi-agent systems (MAS). Many works have been done for cooperative target observation [1], foraging [2], and peer-to-peer systems [3]. Coordination is important to improve the performance of the entire system; and cooperation is the first step of coordination [4]. In such system, each agent can make the decision whether to cooperate (C) or defect (D) with other agents based on their past interactions and its decision making system. Evolutionary games, such as prisoner's dilemma (PD) [5], have been used widely to model a solution for the question of why and how intelligent agents successfully evolve cooperation instead of defection within their systems. Many researches [6, 7] have discussed network reciprocity, which is one of the five fundamental mechanisms that Nowak has classified [7] in 2006. Network reciprocity based on graph theory provides a very natural and convenient model to describe the spatial structure of cooperation evolutionary groups. Based on network reciprocity, individuals play games with their neighbors on an underlying network and copy a successful strategy among neighbors. The mechanism is simple but it still seems plausible for explaining why cooperation survives in many real complex systems [6].
机译:座席之间的合作对于座席的人工智能(AT)和多座席系统(MAS)至关重要。对于合作目标观察[1],觅食[2]和对等系统[3],已经完成了许多工作。协调对于提高整个系统的性能很重要;合作是协调的第一步[4]。在这样的系统中,每个代理可以基于其过去的交互及其决策系统来决定是否与其他代理进行协作(C)或缺陷(D)。诸如囚徒困境(PD)[5]之类的进化游戏已被广泛用来为解决方案建模,以解决为何智能代理为什么以及如何成功地发展合作而不是在其系统内叛变的问题。许多研究[6,7]讨论了网络互惠性,这是Nowak在2006年分类的五种基本机制之一[7]。基于图论的网络互惠性提供了一个非常自然且方便的模型来描述合作的空间结构进化群体。基于网络互惠,个人在基础网络上与邻居玩游戏,并在邻居之间复制成功的策略。该机制很简单,但是对于解释为什么合作能够在许多实际的复杂系统中得以生存[6]似乎仍然是合理的。

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