The past, present, and future of computational models of cognitive development

被引:16
|
作者
Schlesinger, Matthew [1 ,2 ,3 ]
McMurray, Bob [4 ,5 ,6 ]
机构
[1] So Illinois Univ, Dept Psychol, Carbondale, IL 62901 USA
[2] So Illinois Univ, Dept Elect & Comp Engn, Carbondale, IL 62901 USA
[3] So Illinois Univ, Ctr Integrated Res Cognit & Neural Sci, Carbondale, IL 62901 USA
[4] Univ Iowa, Dept Psychol, Iowa City, IA 52242 USA
[5] Univ Iowa, Dept Commun Sci & Disorders, Iowa City, IA 52242 USA
[6] Univ Iowa, Delta Ctr, Iowa City, IA 52242 USA
关键词
Computational models; Cognitive development; History; DYNAMIC FIELD-THEORY; CONNECTIONIST MODELS; WORKING-MEMORY; YOUNG INFANTS; NETWORKS; VARIABILITY; KNOWLEDGE; SYSTEMS; INFORMATION; ACQUISITION;
D O I
10.1016/j.cogdev.2012.07.002
中图分类号
B844 [发展心理学(人类心理学)];
学科分类号
040202 ;
摘要
Does modeling matter? We address this question by providing a broad survey of the computational models of cognitive development that have been proposed and studied over the last three decades. We begin by noting the advantages and limitations of computational models. We then describe four key dimensions across which models of development can be organized and classified. With this taxonomy in hand, we focus on how the modeling enterprise has evolved over time. In particular, we separate the timeline into three overlapping historical waves and highlight how each wave of models has not only been shaped by developmental theory and behavioral research, but in return also provided valuable insights and innovations to the study of cognitive development. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:326 / 348
页数:23
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