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On the reciprocal interaction between believing and feeling: an adaptive agent modelling perspective

机译:信念与感觉之间的交互作用:一种自适应主体建模视角

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An agent’s beliefs usually depend on informational or cognitive factors such as observation or received communication or reasoning, but also affective factors may play a role. In this paper, by adopting neurological theories on the role of emotions and feelings, an agent model is introduced incorporating the interaction between cognitive and affective factors in believing. The model describes how the strength of a belief may not only depend on information obtained, but also on the emotional responses on the belief. For feeling emotions a recursive body loop between preparations for emotional responses and feelings is assumed. The model introduces a second feedback loop for the interaction between feeling and belief. The strength of a belief and of the feeling both result from the converging dynamic pattern modelled by the combination of the two loops. For some specific cases it is described, for example, how for certain personal characteristics an optimistic world view is generated in the agent’s beliefs, or, for other characteristics, a pessimistic world view. Moreover, the paper shows how such affective effects on beliefs can emerge and become stronger over time due to experiences obtained. It is shown how based on Hebbian learning a connection from feeling to belief can develop. As these connections affect the strenghts of future beliefs, in this way an effect of judgment ‘by experience built up in the past’ or ‘by gut feeling’ can be obtained. Some example simulation results and a mathematical analysis of the equilibria are presented.
机译:行动者的信念通常取决于信息或认知因素,例如观察或接受的交流或推理,但情感因素也可能起作用。在本文中,通过采用关于情感和感觉作用的神经学理论,引入了一种代理模型,将认知和情感因素之间的相互作用纳入了信念。该模型描述了信念的强度如何不仅取决于获得的信息,还取决于信念的情感反应。为了感觉到情绪,假定在准备情绪反应和感觉之间存在递归的身体循环。该模型为感觉和信念之间的相互作用引入了第二个反馈回路。信念和感觉的强度都来自于两个循环的组合所建模的收敛动态模式。例如,对于某些特定情况,描述了如何针对某些个人特征在代理人的信念中产生乐观的世界观,或者对于其他特征如何产生悲观的世界观。此外,本文还显示了由于获得的经验,这种对信念的情感影响如何随着时间的推移而出现并变得更强。它显示了基于Hebbian如何学习从感觉到信仰的联系。由于这些联系影响着未来信念的力量,因此可以“根据过去的经验”或“凭直觉”来判断。给出了一些示例仿真结果以及对平衡的数学分析。

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