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Gradual learning and the evolution of cooperation in the spatial Continuous Prisoner's Dilemma

机译:空间连续性囚徒困境中的渐进学习与合作演变

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The usual mechanism for modeling learning in spatially structured evolutionary games has todate been imitation of some successful neighbor. However, it seems natural that individuals hesitate toimitate their neighbor's acts, specially if they can imply high costs. Here we study the effect of incorporatingresistance to imitation on these models. Our framework is the spatial Continuous Prisoner's Dilemma. Forthis evolutionary game, it has been reported that occasional errors in the imitation process can explain theemergence of cooperation from a non-cooperative initial state. In this work, we show that this only occursfor particular regimes of low costs of cooperation. Furthermore, we display how resistance gets greaterthe range of scenarios where cooperative individuals can invade selfish populations. In this context, whereresistance to imitation can be interpreted as a general rule of gradual learning, our results show that theless that is learnt in a single step from a successful neighbors, the larger the degree of global cooperationfinally attained. In general, the effect of step-by-step learning can be more efficient for the evolution ofcooperation than a full blast one.
机译:迄今为止,在空间结构化进化游戏中对学习进行建模的常用机制是模仿一些成功的邻居。但是,似乎自然而然地个人模仿邻居的行为,特别是在暗示高成本的情况下。在这里,我们研究了在这些模型上并入模仿的阻力。我们的框架是空间连续囚徒困境。对于这种进化游戏,据报道,模仿过程中的偶然错误可以解释非合作初始状态下合作的出现。在这项工作中,我们表明只有在合作成本较低的特定制度下才会发生这种情况。此外,我们展示了抵抗力如何变得更大,在这种情况下,合作者可以入侵自私人口。在这种情况下,抵制模仿可以解释为渐进学习的一般规则,我们的研究结果表明,只要是从一个成功的邻国一步一步学到的东西,最终全球合作的程度就越大。通常,分步学习的效果对于合作的发展可能比全面学习更有效。

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