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Unpicking Tartan CIAO Plots: Understanding Irregular Coevolutionary Cycling

机译:摘下格子呢CIAO图:了解不规则的协同进化循环

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摘要

We report results from a series of studies coevolving players for simple Rock-Paper-Scissors games. These results demonstrate that Current Individual versus Ancestral Opponent (CIAO) plots, which have been proposed as a visualization technique for detecting both coevolutionary progress and coevolutionary cycling, suffer from ambiguity with regard to an important but rarely discussed class of cyclic behavior. While regular cycling manifests itself as a characteristic banded plot, irregular cycling produces an irregular tartan pattern that is also consistent with random drift through strategy space. Although this tartan pattern is often reported in the literature on coevolutionary algorithms, it has received little attention or analysis. Here we argue that irregular cycling will tend to be more prevalent than regular cycling, and that it corresponds to a class of coevolutionary scenario that is important both theoretically and in practice. As such, it is desirable that we improve our ability to distinguish its occurrence from that of random drift, and other forms of coevolutionary dynamic.
机译:我们报告了一系列研究的结果,这些研究共同研究了简单的剪刀石头布游戏的玩家。这些结果表明,当前的个人对祖先的对手(CIAO)图已被提议作为一种用于检测协同进化进程和协同进化循环的可视化技术,在重要但很少讨论的循环行为类别方面存在歧义。规则循环表现为典型的带状图,而规则循环则产生不规则格子呢图案,这也与通过策略空间的随机漂移一致。尽管这种格子呢图案经常在有关协同进化算法的文献中报道,但很少受到关注或分析。在这里,我们认为不规则循环将比规则循环更普遍,并且它对应于一类在理论上和实践上都很重要的协同进化场景。因此,希望我们提高区分随机漂移和其他形式的协同进化动力学的能力。

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