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Exemplar-based Accounts of "multiple-system" Phenomena in Perceptual Categorization

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Specialty Psychology
Date 2000 Nov 18
PMID 11082849
Citations 61
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Abstract

We demonstrate that a wide variety of recently reported "rule-described" and "prototype-described" phenomena in perceptual classification, which have led to the development of a number of multiple-system models, can be given an alternative interpretation in terms of a single-system exemplar-similarity model. The phenomena include various rule- and prototype-described patterns of generalization, dissociations between categorization and similarity judgments, and dissociations between categorization and old-new recognition. The alternative exemplar-based interpretation relies on the idea that similarity is not an invariant relation but a context-dependent one. Similarity relations among exemplars change systematically because of selective attention to dimensions and because of changes in the level of sensitivity relating judged similarity to distance in psychological space. Adaptive learning principles may help explain the systematic influence of the selective attention process and of modulation in sensitivity settings on judged similarity.

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References
1.
Erickson M, Kruschke J . Rules and exemplars in category learning. J Exp Psychol Gen. 1998; 127(2):107-40. DOI: 10.1037//0096-3445.127.2.107. View

2.
Nosofsky R, Palmeri T . An exemplar-based random walk model of speeded classification. Psychol Rev. 1997; 104(2):266-300. DOI: 10.1037/0033-295x.104.2.266. View

3.
Nosofsky R . Typicality in logically defined categories: exemplar-similarity versus rule instantiation. Mem Cognit. 1991; 19(2):131-50. DOI: 10.3758/bf03197110. View

4.
Vandierendonck A . A parallel rule activation and rule synthesis model for generalization in category learning. Psychon Bull Rev. 2013; 2(4):442-59. DOI: 10.3758/BF03210982. View

5.
Palmeri T . Exemplar similarity and the development of automaticity. J Exp Psychol Learn Mem Cogn. 1997; 23(2):324-54. DOI: 10.1037//0278-7393.23.2.324. View