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Testing Transitivity of Preferences on Two-Alternative Forced Choice Data

As Duncan Luce and other prominent scholars have pointed out on several occasions, testing algebraic models against empirical data raises difficult conceptual, mathematical, and statistical challenges. Empirical data often result from statistical sampling processes, whereas algebraic theories are no...

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Autores principales: Regenwetter, Michel, Dana, Jason, Davis-Stober, Clintin P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Research Foundation 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3153766/
https://www.ncbi.nlm.nih.gov/pubmed/21833217
http://dx.doi.org/10.3389/fpsyg.2010.00148
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author Regenwetter, Michel
Dana, Jason
Davis-Stober, Clintin P.
author_facet Regenwetter, Michel
Dana, Jason
Davis-Stober, Clintin P.
author_sort Regenwetter, Michel
collection PubMed
description As Duncan Luce and other prominent scholars have pointed out on several occasions, testing algebraic models against empirical data raises difficult conceptual, mathematical, and statistical challenges. Empirical data often result from statistical sampling processes, whereas algebraic theories are nonprobabilistic. Many probabilistic specifications lead to statistical boundary problems and are subject to nontrivial order constrained statistical inference. The present paper discusses Luce's challenge for a particularly prominent axiom: Transitivity. The axiom of transitivity is a central component in many algebraic theories of preference and choice. We offer the currently most complete solution to the challenge in the case of transitivity of binary preference on the theory side and two-alternative forced choice on the empirical side, explicitly for up to five, and implicitly for up to seven, choice alternatives. We also discuss the relationship between our proposed solution and weak stochastic transitivity. We recommend to abandon the latter as a model of transitive individual preferences.
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spelling pubmed-31537662011-08-10 Testing Transitivity of Preferences on Two-Alternative Forced Choice Data Regenwetter, Michel Dana, Jason Davis-Stober, Clintin P. Front Psychol Psychology As Duncan Luce and other prominent scholars have pointed out on several occasions, testing algebraic models against empirical data raises difficult conceptual, mathematical, and statistical challenges. Empirical data often result from statistical sampling processes, whereas algebraic theories are nonprobabilistic. Many probabilistic specifications lead to statistical boundary problems and are subject to nontrivial order constrained statistical inference. The present paper discusses Luce's challenge for a particularly prominent axiom: Transitivity. The axiom of transitivity is a central component in many algebraic theories of preference and choice. We offer the currently most complete solution to the challenge in the case of transitivity of binary preference on the theory side and two-alternative forced choice on the empirical side, explicitly for up to five, and implicitly for up to seven, choice alternatives. We also discuss the relationship between our proposed solution and weak stochastic transitivity. We recommend to abandon the latter as a model of transitive individual preferences. Frontiers Research Foundation 2010-12-13 /pmc/articles/PMC3153766/ /pubmed/21833217 http://dx.doi.org/10.3389/fpsyg.2010.00148 Text en Copyright © 2010 Regenwetter, Dana and Davis-Stober. http://www.frontiersin.org/licenseagreement This is an open-access article subject to an exclusive license agreement between the authors and the Frontiers Research Foundation, which permits unrestricted use, distribution, and reproduction in any medium, provided the original authors and source are credited.
spellingShingle Psychology
Regenwetter, Michel
Dana, Jason
Davis-Stober, Clintin P.
Testing Transitivity of Preferences on Two-Alternative Forced Choice Data
title Testing Transitivity of Preferences on Two-Alternative Forced Choice Data
title_full Testing Transitivity of Preferences on Two-Alternative Forced Choice Data
title_fullStr Testing Transitivity of Preferences on Two-Alternative Forced Choice Data
title_full_unstemmed Testing Transitivity of Preferences on Two-Alternative Forced Choice Data
title_short Testing Transitivity of Preferences on Two-Alternative Forced Choice Data
title_sort testing transitivity of preferences on two-alternative forced choice data
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3153766/
https://www.ncbi.nlm.nih.gov/pubmed/21833217
http://dx.doi.org/10.3389/fpsyg.2010.00148
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