Literature DB >> 19019351

The smart potential behind probability matching.

Wolfgang Gaissmaier1, Lael J Schooler.   

Abstract

Probability matching is a classic choice anomaly that has been studied extensively. While many approaches assume that it is a cognitive shortcut driven by cognitive limitations, recent literature suggests that it is not a strategy per se, but rather another outcome of people's well-documented misperception of randomness. People search for patterns even in random sequences, which results in probability matching at the outcome level. Previous studies have supported this by the finding that distracting people with a secondary verbal working memory task presumably prevents the pattern search, resulting in more maximizing behavior that is considered more rational. The current paper demonstrates with two experiments that there is actually truth in both accounts. For some participants, probability matching indeed seems to be the result of a cognitive shortcut, a simple "win-stay, lose-shift" strategy, and in one experiment identified these as participants low in working memory capacity. For others, however, a potentially smart pattern search strategy underlies probability matching. These probability matchers (who still look irrational in the absence of patterns) actually have a higher chance of finding a pattern if one exists. Contrary to the almost uniformly negative perception of probability matching, we therefore conclude that there can be a potentially smart strategy behind probability matching.

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Year:  2008        PMID: 19019351     DOI: 10.1016/j.cognition.2008.09.007

Source DB:  PubMed          Journal:  Cognition        ISSN: 0010-0277


  46 in total

1.  Probability matching and strategy availability.

Authors:  Derek J Koehler; Greta James
Journal:  Mem Cognit       Date:  2010-09

2.  Taking the easy way out? Increasing implementation effort reduces probability maximizing under cognitive load.

Authors:  Christin Schulze; Ben R Newell
Journal:  Mem Cognit       Date:  2016-07

Review 3.  A matched filter hypothesis for cognitive control.

Authors:  Evangelia G Chrysikou; Matthew J Weber; Sharon L Thompson-Schill
Journal:  Neuropsychologia       Date:  2013-11-05       Impact factor: 3.139

4.  Doomed to repeat the successes of the past: history is best forgotten for repeated choices with nonstationary payoffs.

Authors:  Tim Rakow; Katherine Miler
Journal:  Mem Cognit       Date:  2009-10

5.  Developmental reversals in risky decision making: intelligence agents show larger decision biases than college students.

Authors:  Valerie F Reyna; Christina F Chick; Jonathan C Corbin; Andrew N Hsia
Journal:  Psychol Sci       Date:  2013-10-30

6.  People's study time allocation and its relation to animal foraging.

Authors:  Janet Metcalfe; W Jake Jacobs
Journal:  Behav Processes       Date:  2009-12-21       Impact factor: 1.777

7.  The Monty Hall dilemma in pigeons: effect of investment in initial choice.

Authors:  Jessica P Stagner; Rebecca Rayburn-Reeves; Thomas R Zentall
Journal:  Psychon Bull Rev       Date:  2013-10

8.  Probabilistic cue combination: less is more.

Authors:  Daniel Yurovsky; Ty W Boyer; Linda B Smith; Chen Yu
Journal:  Dev Sci       Date:  2012-12-18

9.  Probability matching as a computational strategy used in perception.

Authors:  David R Wozny; Ulrik R Beierholm; Ladan Shams
Journal:  PLoS Comput Biol       Date:  2010-08-05       Impact factor: 4.475

Review 10.  Good judgments do not require complex cognition.

Authors:  Julian N Marewski; Wolfgang Gaissmaier; Gerd Gigerenzer
Journal:  Cogn Process       Date:  2009-09-27
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