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

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 incorpor...

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Detalles Bibliográficos
Autores principales: Memon, Zulfiqar A., Treur, Jan
Formato: Texto
Lenguaje:English
Publicado: Springer Netherlands 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2974093/
https://www.ncbi.nlm.nih.gov/pubmed/21139709
http://dx.doi.org/10.1007/s11571-010-9136-7
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author Memon, Zulfiqar A.
Treur, Jan
author_facet Memon, Zulfiqar A.
Treur, Jan
author_sort Memon, Zulfiqar A.
collection PubMed
description 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.
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spelling pubmed-29740932010-11-29 On the reciprocal interaction between believing and feeling: an adaptive agent modelling perspective Memon, Zulfiqar A. Treur, Jan Cogn Neurodyn Research Article 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. Springer Netherlands 2010-10-06 2010-12 /pmc/articles/PMC2974093/ /pubmed/21139709 http://dx.doi.org/10.1007/s11571-010-9136-7 Text en © The Author(s) 2010 https://creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and source are credited.
spellingShingle Research Article
Memon, Zulfiqar A.
Treur, Jan
On the reciprocal interaction between believing and feeling: an adaptive agent modelling perspective
title On the reciprocal interaction between believing and feeling: an adaptive agent modelling perspective
title_full On the reciprocal interaction between believing and feeling: an adaptive agent modelling perspective
title_fullStr On the reciprocal interaction between believing and feeling: an adaptive agent modelling perspective
title_full_unstemmed On the reciprocal interaction between believing and feeling: an adaptive agent modelling perspective
title_short On the reciprocal interaction between believing and feeling: an adaptive agent modelling perspective
title_sort on the reciprocal interaction between believing and feeling: an adaptive agent modelling perspective
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2974093/
https://www.ncbi.nlm.nih.gov/pubmed/21139709
http://dx.doi.org/10.1007/s11571-010-9136-7
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