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相似性与辨别:一项选择性综述及一种联结主义模型

Similarity and discrimination: a selective review and a connectionist model.

作者信息

Pearce J M

机构信息

School of Psychology, University of Wales, College of Cardiff, Great Britain.

出版信息

Psychol Rev. 1994 Oct;101(4):587-607. doi: 10.1037/0033-295x.101.4.587.

Abstract

The 1st part of this article evaluates the extent to which 2 elemental theories of conditioning, stimulus sampling theory and the Rescorla-Wagner (1972) theory, are able to account for the influence of similarity on discrimination learning. A number of findings are reviewed that are inconsistent with predictions derived from these theories, either in their present form or in various modified forms. The 2nd part of the article is concerned with developing an alternative, configural account for discrimination learning. In contrast to previous configural theories, the present version is set within the framework of a connectionist network.

摘要

本文的第一部分评估了两种基本的条件作用理论——刺激抽样理论和雷斯克拉-瓦格纳(1972)理论——能够在多大程度上解释相似性对辨别学习的影响。文中回顾了一些研究结果,这些结果与从这些理论的当前形式或各种修改形式中推导出来的预测不一致。本文的第二部分致力于为辨别学习发展一种替代性的构型解释。与先前的构型理论不同,当前版本是在联结主义网络的框架内构建的。

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