Inspirational anchors: minimal computational models in cognitive science

被引:0
作者
Schonbein, Whit [1 ]
机构
[1] Coll Charleston, Dept Philosophy, Charleston, SC 29424 USA
关键词
model-based science; simulation; models; computational modelling; CONNECTIONISM;
D O I
10.1080/0952813X.2012.693666
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In model-based science, a minimal computational model (MCM) is a computational model developed without the guidance of significant empirical evidence about the mechanism being modelled. Despite their historical and contemporary prominence in cognitive science, MCMs face serious challenges: (1) because of the lack of empirical grounding, it is hard to see how we are justified in making inferences from a model to its target and (2) if they say nothing about their targets, it seems that their utility is limited to the articulation of mere logical possibilities. In this article, I scrutinise this challenge by surveying and rejecting some alternative accounts of the epistemological role of MCMs. I argue that these models are best viewed as fulcra upon which additional research is leveraged. In support, I draw connections between cognitive and economic modelling, and sketch how a prominent account of the latter can be extended to cover the former.
引用
收藏
页码:385 / 400
页数:16
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