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Searching for a Soulmate - Searching for Tag-Similar Partners Evolves and Supports Specialization in Groups

机译:寻找灵魂伴侣 - 搜索标签 - 类似的合作伙伴发展并支持小组的专业化

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In a previous paper we presented simulation results that demonstrated the evolution of "tag based" groups composed of cooperative (in-group altruistic) individual agents erforming specialised functions. We showed how "teams" of individual maximisers (who copy the behaviours of those who outperform them) come to form internally specialised and ooperative groups that efficiently exploit their environment. We have also demonstrated that the efficiency of the specialisation process is highly dependent on the "searching strategy" employed by agents to locate in-group members with required skills. Specifically we showed that populations of agents with "smart" searching strategies outperformed populations of "dumb" (random) search strategies - even when the costs of smart searching were much higher. We hypothesised that in mixed populations smart strategies would out-evolve dumb ones. In this paper we test this hypothesis. Our results show that smart strategies do indeed outperform dumb strategies for significant periods of time but that dumb strategies persist also. The time series of individual runs show cycles of smart and dumb strategies in the population over generations. We argue that the study of such phenomena offers a possible minimal way towards understanding the evolution of institutional roles and internal pecialisation - without positing actions that originate at the supra-individual level (though we do not discount such actions).
机译:在上一篇论文中,我们介绍了仿真结果,该结果显示了由合作(集团侵犯性)个体代理的“基于标签基于标签”组的演变进行了互换专业功能。我们展示了个人最大值的“团队”(谁复制了那些擅长的人的行为)来形成有效利用他们的环境的内部专业化和Ooperative群体。我们还表明,专业化进程的效率高度依赖于代理商雇用的“搜索战略”,以便以所需的技能定位集团成员。具体而言,我们展示了具有“智能”搜索战略的代理商,即使智能搜索的成本要高得多,也表明了“愚蠢的”(随机)搜索策略的群体。我们假设在混合人口中,聪明的策略将超越愚蠢的策略。在本文中,我们测试了这一假设。我们的研究结果表明,智能策略确实突出了愚蠢的策略,以实现愚蠢的时间,但愚蠢的策略也持续存在。个人运行的时间序列显示了人口中智能和哑策略的周期。我们认为这种现象的研究为理解机构角色和内部群体的演变提供了可能的最小方法 - 没有源于同上的诉讼行动(尽管我们不折扣这些行动)。

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