Modeling belief systems with scale-free networks

被引:3
作者
Antal, Miklos [1 ]
Balogh, Laszlo [2 ]
机构
[1] Budapest Univ Technol & Econ, Dept Environm Econ, H-1111 Budapest, Hungary
[2] Budapest Univ Technol & Econ, Dept Theoret Phys, H-1111 Budapest, Hungary
关键词
Belief system; Opinion network; Cognitive structure; Cognitive model; Mental representation; Statement network; Opinion formation; Reasoning; Learning; Scale-free network; SMALL-WORLD; THINKING; BRAIN;
D O I
10.1016/j.neunet.2009.04.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The evolution of belief systems has always been a focus of cognitive research. In this paper, we delineate a new model describing belief systems as a network of statements considered true. Testing the model with a small number of parameters enabled us to reproduce a variety of well-known mechanisms ranging from opinion changes to development of psychological problems. The self-organizing opinion structure showed a scale-free degree distribution. The novelty of our work lies in applying a convenient set of definitions allowing us to depict opinion network dynamics in a highly favorable way, which resulted in a scale-free belief network. As an additional benefit, we listed several conjectural consequences in a number of areas related to thinking and reasoning. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1359 / 1371
页数:13
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