On developmental mental architectures

被引:22
作者
Weng, Juyang [1 ]
机构
[1] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
基金
美国国家科学基金会;
关键词
mental architecture; agent architecture; computational neural science; cognitive development; autonomous mental development; developmental robots; learning types; developmental vision; speech recognition; language acquisition; thinking; reasoning; autonomous planning;
D O I
10.1016/j.neucom.2006.07.017
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 computational theory of developmental mental architectures for artificial and natural systems, motivated by neuroscience. The work is an attempt to approximately model biological mental architectures using mathematical tools. Six types of architecture are presented, beginning with the observation-driven Markov decision process as Type-1. From Type-1 to Type-6, the architecture progressively becomes more complete toward the necessary functions of autonomous mental development. Properties of each type are presented. Experiments are discussed with emphasis on their architectures. (C) 2007 Published by Elsevier B.V.
引用
收藏
页码:2303 / 2323
页数:21
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