Abstraction relations between internal and behavioural agent models for collective decision making

A. Sharpanskykh, Jan Treur
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引用次数: 14

Abstract

For agent-based modelling of collective phenomena individual agent behaviours can be modelled either from an agent-internal perspective, in the form of relations involving internal states of the agent, or from an agent-external, behavioural perspective, in the form of input-output relations for the agent, abstracting from internal states. Illustrated by a case study on collective decision making, this paper addresses how the two types of agent models can be related to each other. First an internal agent model for collective decision making is presented, based on neurological principles. It is shown how by an automated systematic transformation a behavioural model can be obtained, abstracting from the internal states. In addition, an existing behavioural agent model for collective decision making incorporating principles on social diffusion is described. It is shown under which conditions and how by an interpretation mapping the obtained abstracted behavioural agent model can be related to this existing behavioural agent model for collective decision making.
抽象集体决策的内部代理模型和行为代理模型之间的关系
对于集体现象的基于代理的建模,个体代理行为可以从代理内部的角度建模,以涉及代理内部状态的关系的形式,或者从代理外部的行为角度建模,以代理的输入-输出关系的形式,从内部状态抽象出来。本文以集体决策为例,阐述了这两种类型的智能体模型如何相互关联。首先提出了一个基于神经学原理的内部智能体集体决策模型。它展示了如何通过自动系统转换,从内部状态中抽象出行为模型。此外,本文还描述了一个包含社会扩散原理的现有集体决策行为主体模型。它显示了在哪些条件下以及如何通过解释映射获得的抽象行为主体模型可以与现有的集体决策行为主体模型相关联。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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