Show Summary Details

Page of

PRINTED FROM OXFORD HANDBOOKS ONLINE ( © Oxford University Press, 2018. All Rights Reserved. Under the terms of the licence agreement, an individual user may print out a PDF of a single chapter of a title in Oxford Handbooks Online for personal use (for details see Privacy Policy and Legal Notice).

date: 25 February 2021

Abstract and Keywords

Judging a person as a friend or foe, a mushroom as edible or poisonous, or a sound as an l or r are examples of categorization problems. This chapter considers the relative merits of four basic types of category learning models: rule-, prototype-, exemplar-, and cluster-based models. The history of model progression is marked by descendant models displaying increasingly sophisticated processing mechanisms that can manifest the behaviors of ancestral models. These four basic model types are related to the computations performed by four candidate learning systems in the human brain, which rely on prefrontal cortex, posterior occipital cortex, the striatum, and the medial temporal lobes. One issue raised is whether the prefrontal cortex and posterior occipital cortex support true learning systems or are better viewed as supporting general cognitive and perceptual abilities. Use of well-specified cognitive models can help answer related theoretical questions, such as how multiple learning systems contribute to categorization behavior.

Keywords: categorization, category learning, classification, memory systems, learning systems

Access to the complete content on Oxford Handbooks Online requires a subscription or purchase. Public users are able to search the site and view the abstracts and keywords for each book and chapter without a subscription.

Please subscribe or login to access full text content.

If you have purchased a print title that contains an access token, please see the token for information about how to register your code.

For questions on access or troubleshooting, please check our FAQs, and if you can''t find the answer there, please contact us.