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Agent-Based Computational Modeling of Emergent Collective Intelligence

机译:基于智能体的新兴集体智能计算模型

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Collective Intelligence is a form of intelligence which emerges out of collaboration and coordination of many individual agents. A group of actors performing simple behaviours and interacting with fellow group members & the environment often produce global behaviours which seems intelligent. Understanding the emergence of intelligent collective behaviours in social systems, such as norms & conventions, higher level organizations, collective wisdom and evolution of culture from simple and predictable local interactions; has been an important research question since decades. Agent-based modeling of complex social behaviours by simulating social units as agents and modeling their interactions; provides a new generative approach to understanding the dynamics of emergence of collective intelligence behaviours. In this paper, we have presented an analytical account of nature, form and dynamics of collective intelligence, followed by some of our experimental work on evolution of collective intelligence. The paper concludes with a short discussion of the results and relevant implications for designing systems for achieving desired collective intelligence.
机译:集体智能是一种智能形式,它是由许多个体代理的协作和协调而产生的。一群执行简单行为并与小组成员和环境互动的参与者通常会产生看起来很聪明的全局行为。了解社会系统中智慧的集体行为的出现,例如规范和惯例,更高级别的组织,集体智慧以及通过简单且可预测的本地互动来发展文化;几十年来一直是一个重要的研究问题。通过模拟社交单位作为代理并对其交互进行建模,从而对复杂的社会行为进行基于代理的建模;提供了一种新的生成方法来理解集体智慧行为出现的动态。在本文中,我们介绍了集体智慧的性质,形式和动态的分析说明,随后进行了一些有关集体智慧演变的实验性工作。本文以结果的简短讨论作为结束,并讨论了设计系统以实现所需的集体智慧的相关含义。

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