title: Uncertainty in category-based induction: when do people integrate across categories?
abstract: Two experiments investigated how people perform category-based induction for items that have uncertain categorization. Whereas normative considerations suggest that people should consider multiple relevant categories, much past research has argued that people focus on only the most likely category. A new method is introduced in which responses on individual trials can be classified as using single or multiple categories, an improvement on past methods that relied on null effects as evidence for single-category use. Experiment 1 found that people did use multiple categories when the most likely category gave an ambiguous induction but that few people did so when it gave an unambiguous induction. Experiment 2 suggested that the reluctance to use multiple categories arose from a cognitive shortcut, in which only one source of information is consulted. The experiments revealed significant individual differences, suggesting that use of multiple categories is one of a number of strategies that can be used rather than being the basis for most category-based induction.
authors.affiliation: Department of Psychology, New York University, New York, NY 10003, USA. gregory.murphy@nyu.edu
authors.forename: Gregory L
authors.initials: GL
authors.lastname: Murphy
authors.forename: Brian H
authors.initials: BH
authors.lastname: Ross
mesh_terms: D001245:Association Learning / Q000502:physiology*; D002965:Classification / Q000379:methods*; D003118:Color Perception / Q000502:physiology; D003210:Concept Formation / Q000502:physiology*; D004193:Discrimination Learning / Q000502:physiology*; D005793:Generalization, Psychological; D006801:Humans; D010364:Pattern Recognition, Visual / Q000502:physiology; D011336:Probability; D013334:Students; D035501:Uncertainty; D014495:Universities