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Agent-based participatory simulation activities for the emergence of complex social behaviours

机译:基于代理的参与式模拟活动,用于出现复杂的社会行为

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Nowadays, social organizations (at macro-level) can be represented as complex self-organizing systems that emerge from the interaction of complicated social behaviours (at micro-level). Modern multi-agent systems can be employed to explore "artificial societies" by reproducing complicated social behaviours. Unfortunately, promoting interactions only among pre-set behavioural models may limit the capability to explore all possible evolution patterns. In order to tackle this issue, we aim at discovering emergent social behaviours through simulation, allowing human people to participate in the simulation environment, so that the range of possible behaviours is not predetermined. In order to support this new approach, we propose a system architecture that is able to support an endless session level between a software agent and a human player (called participatory framework). In particular, while network faults or human low reactivity do not allow the human being to control his agent, this system architecture adopts a virtual player mechanism (called ghost player) that takes control of the agent driven by the user when he does not. The advanced version of such a ghost player relies on sub-symbolic machine learning techniques for mimicking the strategy of the off-line human being. Preliminary visual results show the effectiveness of our approach.
机译:如今,社会组织(在宏观级别)可以表示为复杂的自组织系统,这些系统从复杂的社会行为(在微级)的交互中出现。通过再现复杂的社会行为,可以采用现代多功能系统来探索“人工社会”。遗憾的是,仅在预设的行为模型中促进交互可能会限制探索所有可能的演进模式的能力。为了解决这个问题,我们的目标是通过模拟发现紧急的社会行为,允许人类参与模拟环境,从而不规定可能的行为范围。为了支持这种新方法,我们提出了一个能够支持软件代理和人类播放器(称为参与式框架)之间无限会话级的系统架构。特别是,虽然网络故障或人为低反应性不允许人类控制他的代理,但是该系统架构采用虚拟播放器机制(称为Ghost播放器),该机制(称为Ghost播放器)控制在他没有时由用户驱动的代理。这种Ghost播放器的高级版本依赖于模拟机器学习技术,用于模仿离线人类的策略。初步视觉结果表明了我们方法的有效性。

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