Dynamic modeling based on a temporal-causal network modeling approach

被引:40
作者
Treur, Jan [1 ]
机构
[1] Vrije Univ Amsterdam, Behav Informat Grp, Amsterdam, Netherlands
关键词
Modeling; Dynamic; Temporal; Causal; State-determined system; ARTIFICIAL-INTELLIGENCE; EMOTION CONTAGION; SOCIAL CONTAGION; SYSTEMS; SELF; LOOPS;
D O I
10.1016/j.bica.2016.02.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a dynamic modeling approach that enables to design complex high level conceptual representations of models in the form of causal-temporal networks, which can be automatically transformed into executable numerical model representations. Dedicated software is available to support designing models in a graphical manner, and automatically transforming them into an executable format and performing simulation experiments. The temporal causal network modeling format used makes it easy to take into account theories and findings about complex brain processes known from Cognitive, Affective and Social Neuroscience, which, for example, often involve dynamics based on interrelating cycles. This enables to address complex phenomena such as the integration of emotions within all kinds of cognitive processes, and of internal simulation and mirroring of mental processes of others. In this paper also the applicability has been discussed in general terms. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:131 / 168
页数:38
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