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Abstraction relations between internal and behavioural agent models for collective decision making1

机译:内部和行为主体模型之间的抽象关系,用于集体决策1

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For agent-based modelling of collective phenomena, more and more agent models are employed that go beyond simple reactive behaviour. Such less trivial individual behaviours can be modelled either from an agent-internal perspective, in the form of direct (causal) temporal relations between internal states of the agent, or from an agent-external, behavioural perspective, in the form of more complex input-output relations for the agent. 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 from an internal agent model an abstracted behavioural model can be obtained, by abstracting from the internal states. The abstraction approach introduced includes specific methods for abstraction of internal loops, as often occur in neu-rologically inspired internal agent models, for example to be able to model mutual interaction between cognitive and affective states. As an example of a given behavioural agent model, 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.
机译:对于基于代理的集体现象建模,越来越多的代理模型被采用,其超越了简单的反应行为。可以从主体内部的角度,以主体内部状态之间的直接(因果)时间关系的形式,或从主体外部的行为角度,以更复杂的输入的形式,对这种琐碎的个体行为建模-代理的输出关系。通过有关集体决策的案例研究说明,本文探讨了两种类型的主体模型如何相互关联。首先,基于神经学原理,提出了用于集体决策的内部主体模型。它显示了如何通过对内部主体模型的自动系统转换,通过对内部状态的抽象来获得抽象的行为模型。引入的抽象方法包括用于抽象内部回路的特定方法,就像在神经病学启发的内部代理模型中经常发生的那样,例如,能够对认知状态和情感状态之间的相互交互进行建模。作为给定行为主体模型的示例,描述了一种现有的行为主体模型,用于结合社会扩散原理的集体决策。它显示了在什么条件下以及如何通过解释映射将获得的抽象行为主体模型与该现有行为主体模型相关联,以进行集体决策。

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