Literature DB >> 18980407

The probabilistic nature of preferential choice.

Jörg Rieskamp1.   

Abstract

Previous research has developed a variety of theories explaining when and why people's decisions under risk deviate from the standard economic view of expected utility maximization. These theories are limited in their predictive accuracy in that they do not explain the probabilistic nature of preferential choice, that is, why an individual makes different choices in nearly identical situations, or why the magnitude of these inconsistencies varies in different situations. To illustrate the advantage of probabilistic theories, three probabilistic theories of decision making under risk are compared with their deterministic counterparts. The probabilistic theories are (a) a probabilistic version of a simple choice heuristic, (b) a probabilistic version of cumulative prospect theory, and (c) decision field theory. By testing the theories with the data from three experimental studies, the superiority of the probabilistic models over their deterministic counterparts in predicting people's decisions under risk become evident. When testing the probabilistic theories against each other, decision field theory provides the best account of the observed behavior.

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Mesh:

Year:  2008        PMID: 18980407     DOI: 10.1037/a0013646

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


  27 in total

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3.  Value-based attentional capture affects multi-alternative decision making.

Authors:  Sebastian Gluth; Mikhail S Spektor; Jörg Rieskamp
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4.  No effect of birth order on adult risk taking.

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Journal:  Proc Natl Acad Sci U S A       Date:  2019-03-11       Impact factor: 11.205

5.  Recognition memory models and binary-response ROCs: a comparison by minimum description length.

Authors:  David Kellen; Karl Christoph Klauer; Arndt Bröder
Journal:  Psychon Bull Rev       Date:  2013-08

Review 6.  Using Bayesian hierarchical parameter estimation to assess the generalizability of cognitive models of choice.

Authors:  Benjamin Scheibehenne; Thorsten Pachur
Journal:  Psychon Bull Rev       Date:  2015-04

7.  Decision from Models: Generalizing Probability Information to Novel Tasks.

Authors:  Hang Zhang; Jacienta T Paily; Laurence T Maloney
Journal:  Decision (Wash D C )       Date:  2015-01

8.  Overrepresentation of extreme events in decision making reflects rational use of cognitive resources.

Authors:  Falk Lieder; Thomas L Griffiths; Ming Hsu
Journal:  Psychol Rev       Date:  2017-10-16       Impact factor: 8.934

9.  A random utility model of delay discounting and its application to people with externalizing psychopathology.

Authors:  Junyi Dai; Rachel L Gunn; Kyle R Gerst; Jerome R Busemeyer; Peter R Finn
Journal:  Psychol Assess       Date:  2015-11-23

10.  Methylphenidate boosts choices of mental labor over leisure depending on striatal dopamine synthesis capacity.

Authors:  Lieke Hofmans; Danae Papadopetraki; Ruben van den Bosch; Jessica I Määttä; Monja I Froböse; Bram B Zandbelt; Andrew Westbrook; Robbert-Jan Verkes; Roshan Cools
Journal:  Neuropsychopharmacology       Date:  2020-09-12       Impact factor: 7.853

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