Literature DB >> 24999495

QTest: Quantitative Testing of Theories of Binary Choice.

Michel Regenwetter1, Clintin P Davis-Stober2, Shiau Hong Lim3, Ying Guo4, Anna Popova5, Chris Zwilling, Yun-Shil Cha, William Messner.   

Abstract

The goal of this paper is to make modeling and quantitative testing accessible to behavioral decision researchers interested in substantive questions. We provide a novel, rigorous, yet very general, quantitative diagnostic framework for testing theories of binary choice. This permits the nontechnical scholar to proceed far beyond traditionally rather superficial methods of analysis, and it permits the quantitatively savvy scholar to triage theoretical proposals before investing effort into complex and specialized quantitative analyses. Our theoretical framework links static algebraic decision theory with observed variability in behavioral binary choice data. The paper is supplemented with a custom-designed public-domain statistical analysis package, the QTest software. We illustrate our approach with a quantitative analysis using published laboratory data, including tests of novel versions of "Random Cumulative Prospect Theory." A major asset of the approach is the potential to distinguish decision makers who have a fixed preference and commit errors in observed choices from decision makers who waver in their preferences.

Entities:  

Keywords:  Behavioral decision research; Luce's challenge; order-constrained likelihood-based inference; probabilistic specification; theory testing

Year:  2014        PMID: 24999495      PMCID: PMC4079060          DOI: 10.1037/dec0000007

Source DB:  PubMed          Journal:  Decisions


  5 in total

1.  Testing transitivity of preferences on two-alternative forced choice data.

Authors:  Michel Regenwetter; Jason Dana; Clintin P Davis-Stober
Journal:  Front Psychol       Date:  2010-12-13

2.  Four tensions concerning mathematical modeling in psychology.

Authors:  R D Luce
Journal:  Annu Rev Psychol       Date:  1995       Impact factor: 24.137

Review 3.  Decision field theory: a dynamic-cognitive approach to decision making in an uncertain environment.

Authors:  J R Busemeyer; J T Townsend
Journal:  Psychol Rev       Date:  1993-07       Impact factor: 8.934

4.  Behavioral variability of choices versus structural inconsistency of preferences.

Authors:  Michel Regenwetter; Clintin P Davis-Stober
Journal:  Psychol Rev       Date:  2012-04       Impact factor: 8.934

5.  Transitivity of preferences.

Authors:  Michel Regenwetter; Jason Dana; Clintin P Davis-Stober
Journal:  Psychol Rev       Date:  2011-01       Impact factor: 8.934

  5 in total
  11 in total

1.  Economic irrationality is optimal during noisy decision making.

Authors:  Konstantinos Tsetsos; Rani Moran; James Moreland; Nick Chater; Marius Usher; Christopher Summerfield
Journal:  Proc Natl Acad Sci U S A       Date:  2016-02-29       Impact factor: 11.205

2.  Reported violations of rationality may be aggregation artifacts.

Authors:  Clintin P Davis-Stober; Sanghyuk Park; Nicholas Brown; Michel Regenwetter
Journal:  Proc Natl Acad Sci U S A       Date:  2016-07-26       Impact factor: 11.205

3.  Recasting a biologically motivated computational model within a Fechnerian and random utility framework.

Authors:  Clintin P Davis-Stober; Nicholas Brown; Sanghyuk Park; Michel Regenwetter
Journal:  J Math Psychol       Date:  2016-11-17       Impact factor: 2.223

4.  Testing Probabilistic Models of Choice using Column Generation.

Authors:  Bart Smeulders; Clintin Davis-Stober; Michel Regenwetter; Frits C R Spieksma
Journal:  Comput Oper Res       Date:  2018-03-08       Impact factor: 4.008

5.  The role of independence and stationarity in probabilistic models of binary choice.

Authors:  Michel Regenwetter; Clintin P Davis-Stober
Journal:  J Behav Decis Mak       Date:  2017-10-06

6.  Is Cognitive Impairment Related to Violations of Rationality? A Laboratory Alcohol Intoxication Study Testing Transitivity of Preference.

Authors:  Clintin P Davis-Stober; Denis M McCarthy; Daniel R Cavagnaro; Mason Price; Nicholas Brown; Sanghyuk Park
Journal:  Decision (Wash D C )       Date:  2018-07-23

7.  Cognitive Aging and Tests of Rationality.

Authors:  Sanghyuk Park; Clintin P Davis-Stober; Hope K Snyder; William Messner; Michel Regenwetter
Journal:  Span J Psychol       Date:  2019-12-23       Impact factor: 1.264

8.  Commentary: "Neural signatures of intransitive preferences".

Authors:  Nicholas Brown; Clintin P Davis-Stober; Michel Regenwetter
Journal:  Front Hum Neurosci       Date:  2015-09-17       Impact factor: 3.169

9.  Noisy preferences in risky choice: A cautionary note.

Authors:  Sudeep Bhatia; Graham Loomes
Journal:  Psychol Rev       Date:  2017-06-01       Impact factor: 8.934

10.  Mate choice in fruit flies is rational and adaptive.

Authors:  Devin Arbuthnott; Tatyana Y Fedina; Scott D Pletcher; Daniel E L Promislow
Journal:  Nat Commun       Date:  2017-01-17       Impact factor: 17.694

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