Formation of Category Representations
Overview
Affiliations
Many formal models of categorization assume, implicitly or explicitly, that categorization results in the formation of direct associations from representations of the presented stimuli to representations of the experimentally provided category labels. In three categorization experiments employing a polymorphous classification structure (Dennis, Hampton, & Lea, 1973) and a partial reversal, optional shift procedure (Kendler, Kendler, & Wells, 1960), we provide evidence consistent with the hypothesis that learning a new classification problem results in the creation of category representations that mediate between representations of the stimulus and the label. This hypothesis can be instantiated through the AMBRY model (Kruschke, 1996).
Transfer of strategic task components across unique tasks that share some common structures.
Longman C, Milton F, Wills A Q J Exp Psychol (Hove). 2023; 77(10):2000-2022.
PMID: 38053315 PMC: 11457462. DOI: 10.1177/17470218231221046.
Distribution-dependent representations in auditory category learning and generalization.
Gan Z, Zheng L, Wang S, Feng G Front Psychol. 2023; 14:1132570.
PMID: 37829077 PMC: 10566369. DOI: 10.3389/fpsyg.2023.1132570.
A dimensional summation account of polymorphous category learning.
Wills A, Ellett L, Milton F, Croft G, Beesley T Learn Behav. 2020; 48(1):66-83.
PMID: 32170595 DOI: 10.3758/s13420-020-00409-6.
Feature- versus rule-based generalization in rats, pigeons and humans.
Maes E, de Filippo G, Inkster A, Lea S, De Houwer J, DHooge R Anim Cogn. 2015; 18(6):1267-84.
PMID: 26188712 PMC: 4607717. DOI: 10.1007/s10071-015-0895-8.
Multiple stages of learning in perceptual categorization: evidence and neurocomputational theory.
Cantwell G, Crossley M, Ashby F Psychon Bull Rev. 2015; 22(6):1598-613.
PMID: 25917141 PMC: 4624621. DOI: 10.3758/s13423-015-0827-2.