Literature DB >> 11394684

High-level reasoning and base-rate use: do we need cue-competition to explain the inverse base-rate effect?

P Juslin1, P Wennerholm, A Winman.   

Abstract

Previous accounts of the inverse base-rate effect (D. L. Medin & S. M. Edelson, 1988) have revolved around the concept of cue-competition. In this article, the authors propose that high-level reasoning in the form of an eliminative inference mechanism may contribute to the effect. A quantitative implementation of this idea demonstrates that it has the power by itself to produce the pattern of base-rate effects in the Medin and Edelson (1988) design. Four predictions are derived that contradict the predictions by attention to distinctive input (ADIT; J. K. Kruschke, 1996), up to date the most successful account of the inverse base-rate effect. Results from 3 experiments disconfirm the predictions by ADIT and demonstrate the importance of high-level reasoning in designs of the Medin and Edelson kind. Implications for the interpretation of the inverse base-rate effect and the attention-shifting mechanisms presumed by ADIT are discussed.

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Year:  2001        PMID: 11394684

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


  10 in total

1.  Featural selective attention, exemplar representation, and the inverse base-rate effect.

Authors:  Mark K Johansen; Nathalie Fouquet; David R Shanks
Journal:  Psychon Bull Rev       Date:  2010-10

2.  Highlighting in Early Childhood: Learning Biases Through Attentional Shifting.

Authors:  Joseph M Burling; Hanako Yoshida
Journal:  Cogn Sci       Date:  2016-09-16

3.  Informed inferences of unknown feature values in categorization.

Authors:  Michael J Wood; Mark R Blair
Journal:  Mem Cognit       Date:  2011-05

4.  Effects of outcome and trial frequency on the inverse base-rate effect.

Authors:  Hilary J Don; Evan J Livesey
Journal:  Mem Cognit       Date:  2017-04

Review 5.  Hearing hooves, thinking zebras: A review of the inverse base-rate effect.

Authors:  Hilary J Don; Darrell A Worthy; Evan J Livesey
Journal:  Psychon Bull Rev       Date:  2021-02-10

Review 6.  Brain Mechanisms of Concept Learning.

Authors:  Dagmar Zeithamova; Michael L Mack; Kurt Braunlich; Tyler Davis; Carol A Seger; Marlieke T R van Kesteren; Andreas Wutz
Journal:  J Neurosci       Date:  2019-10-16       Impact factor: 6.167

7.  Paradoxical effects of base rates and representation in category learning.

Authors:  Mark K Johansen; Nathalie Fouquet; David R Shanks
Journal:  Mem Cognit       Date:  2007-09

8.  No evidence for rule-based processing in the inverse base-rate effect.

Authors:  Koen Lamberts; Christopher Kent
Journal:  Mem Cognit       Date:  2007-12

9.  Neural correlates of the inverse base rate effect.

Authors:  Angus B Inkster; Fraser Milton; Charlotte E R Edmunds; Abdelmalek Benattayallah; Andy J Wills
Journal:  Hum Brain Mapp       Date:  2021-11-26       Impact factor: 5.038

10.  Model-based fMRI reveals dissimilarity processes underlying base rate neglect.

Authors:  Sean R O'Bryan; Darrell A Worthy; Evan J Livesey; Tyler Davis
Journal:  Elife       Date:  2018-08-03       Impact factor: 8.140

  10 in total

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