Literature DB >> 20192530

Uncertainty in category-based induction: when do people integrate across categories?

Gregory L Murphy1, Brian H Ross.   

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.

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Year:  2010        PMID: 20192530      PMCID: PMC2856341          DOI: 10.1037/a0018685

Source DB:  PubMed          Journal:  J Exp Psychol Learn Mem Cogn        ISSN: 0278-7393            Impact factor:   3.051


  13 in total

Review 1.  Properties of inductive reasoning.

Authors:  E Heit
Journal:  Psychon Bull Rev       Date:  2000-12

2.  Generalization, similarity, and Bayesian inference.

Authors:  J B Tenenbaum; T L Griffiths
Journal:  Behav Brain Sci       Date:  2001-08       Impact factor: 12.579

Review 3.  Object perception as Bayesian inference.

Authors:  Daniel Kersten; Pascal Mamassian; Alan Yuille
Journal:  Annu Rev Psychol       Date:  2004       Impact factor: 24.137

Review 4.  The microgenetic method. A direct means for studying cognitive development.

Authors:  R S Siegler; K Crowley
Journal:  Am Psychol       Date:  1991-06

5.  Category-based predictions: influence of uncertainty and feature associations.

Authors:  B H Ross; G L Murphy
Journal:  J Exp Psychol Learn Mem Cogn       Date:  1996-05       Impact factor: 3.051

6.  Background beliefs in Bayesian inference.

Authors:  Jonathan St B T Evans; Simon J Handley; David E Over; Nicholas Perham
Journal:  Mem Cognit       Date:  2002-03

7.  Reason-based choice.

Authors:  E Shafir; I Simonson; A Tversky
Journal:  Cognition       Date:  1993 Oct-Nov

8.  Induction with uncertain categories: When do people consider the category alternatives?

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9.  How does change occur: a microgenetic study of number conservation.

Authors:  R S Siegler
Journal:  Cogn Psychol       Date:  1995-06       Impact factor: 3.468

10.  Predicting features for members of natural categories when categorization is uncertain.

Authors:  B C Malt; B H Ross; G L Murphy
Journal:  J Exp Psychol Learn Mem Cogn       Date:  1995-05       Impact factor: 3.051

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7.  Influence of emotionally charged information on category-based induction.

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8.  The influence of label co-occurrence and semantic similarity on children's inductive generalization.

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