How many exemplars are used? Explorations with the Rex Leopold I model.
The goal of this research is to test the hypothesis that a category is not necessarily represented by all observed exemplars, but by a reduced subset of these exemplars. To test this hypothesis, we made use of a study reported by Nosofsky, Clark, and Shin (1989), and replicated their Experiment 1 in order to gather individual-participant data. Both a full exemplar model and a reduced exemplar model were fit to the data. In general, the fits of the reduced exemplar model were superior to those of the full exemplar model. The results suggest that only a subset of exemplars may be sufficient for category representation.
De Schryver
Maarten
M
Ghent University, Ghent, Belgium. maarten.deschryver@ugent.be
Vandist
Katleen
K
Rosseel
Yves
Y
D001245:Association Learning; D003210:Concept Formation; D003657:Decision Making; D005795:Generalization, Stimulus; D006801:Humans; D008960:Models, Psychological; D009949:Orientation; D010364:Pattern Recognition, Visual; D011214:Practice, Psychological; D012153:Retention, Psychology; D012718:Set, Psychology; D012858:Size Perception