Rule-based extrapolation: A continuing challenge for exemplar models

Erickson and Kruschke (1998, 2002) demonstrated that in rule-plus-exception categorization, people generalize category knowledge by extrapolating in a rule-like fashion, even when they are presented with a novel stimulus that is most similar to a known exception. Although exemplar models have been f...

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Veröffentlicht in:Psychonomic bulletin & review 2008-08, Vol.15 (4), p.780-786
Hauptverfasser: Denton, Stephen E., Kruschke, John K., Erickson, Michael A.
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container_title Psychonomic bulletin & review
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creator Denton, Stephen E.
Kruschke, John K.
Erickson, Michael A.
description Erickson and Kruschke (1998, 2002) demonstrated that in rule-plus-exception categorization, people generalize category knowledge by extrapolating in a rule-like fashion, even when they are presented with a novel stimulus that is most similar to a known exception. Although exemplar models have been found to be deficient in explaining rule-based extrapolation, Rodrigues and Murre (2007) offered a variation of an exemplar model that was better able to account for such performance. Here, we present the results of a new rule-plus-exception experiment that yields rule-like extrapolation similar to that of previous experiments, and yet the data are not accounted for by Rodrigues and Murre’s augmented exemplar model. Further, a hybrid rule-and-exemplar model is shown to better describe the data. Thus, we maintain that rule-plus-exception categorization continues to be a challenge for exemplar-only models.
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subjects Adolescent
Behavior
Behavioral Science and Psychology
Biological and medical sciences
Brief Reports
Cognition. Intelligence
Cognitive Psychology
Decision Making
Discrimination Learning
Female
Fundamental and applied biological sciences. Psychology
Generalization, Stimulus
Humans
Male
Models, Statistical
Pattern Recognition, Visual
Practice (Psychology)
Psychology
Psychology. Psychoanalysis. Psychiatry
Psychology. Psychophysiology
Reasoning. Problem solving
Size Perception
Young Adult
title Rule-based extrapolation: A continuing challenge for exemplar models
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