The 2N-ary choice tree model for N-alternative preferential choice

The 2N-ary choice tree model accounts for response times and choice probabilities in multi-alternative preferential choice. It implements pairwise comparison of alternatives on weighted attributes into an information sampling process which, in turn, results in a preference process. The model provide...

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Main Authors: Lena Maria Wollschläger, Adele eDiederich
Format: Article
Language:English
Published: Frontiers Media S.A. 2012-06-01
Series:Frontiers in Psychology
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fpsyg.2012.00189/full
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spelling doaj-eff31f1dd1c6498c8977214b4eb6e5d22020-11-24T20:49:00ZengFrontiers Media S.A.Frontiers in Psychology1664-10782012-06-01310.3389/fpsyg.2012.0018924007The 2N-ary choice tree model for N-alternative preferential choiceLena Maria Wollschläger0Adele eDiederich1Jacobs University BremenJacobs University BremenThe 2N-ary choice tree model accounts for response times and choice probabilities in multi-alternative preferential choice. It implements pairwise comparison of alternatives on weighted attributes into an information sampling process which, in turn, results in a preference process. The model provides expected choice probabilities and response time distributions in closed form for optional and fixed stopping times. The theoretical background of the 2N-ary choice tree model is explained in detail with focus on the transition probabilities that take into account constituents of human preferences such as expectations, emotions or socially influenced attention. Then it is shown how the model accounts for several context-effects observed in human preferential choice like similarity, attraction and compromise effects and how long it takes, on average, for the decision. The model is extended to deal with more than three choice alternatives. A short discussion on how the $2N$-ary choice tree model differs from the Multi-alternative Decision Field Theory and the Leaky Competing Accumulator model is provided.http://journal.frontiersin.org/Journal/10.3389/fpsyg.2012.00189/fullcomputational model2N-ary choice tree modelpreferential choicemultiple choice alternativesmulti-attribute choice alternativesresponse times
collection DOAJ
language English
format Article
sources DOAJ
author Lena Maria Wollschläger
Adele eDiederich
spellingShingle Lena Maria Wollschläger
Adele eDiederich
The 2N-ary choice tree model for N-alternative preferential choice
Frontiers in Psychology
computational model
2N-ary choice tree model
preferential choice
multiple choice alternatives
multi-attribute choice alternatives
response times
author_facet Lena Maria Wollschläger
Adele eDiederich
author_sort Lena Maria Wollschläger
title The 2N-ary choice tree model for N-alternative preferential choice
title_short The 2N-ary choice tree model for N-alternative preferential choice
title_full The 2N-ary choice tree model for N-alternative preferential choice
title_fullStr The 2N-ary choice tree model for N-alternative preferential choice
title_full_unstemmed The 2N-ary choice tree model for N-alternative preferential choice
title_sort 2n-ary choice tree model for n-alternative preferential choice
publisher Frontiers Media S.A.
series Frontiers in Psychology
issn 1664-1078
publishDate 2012-06-01
description The 2N-ary choice tree model accounts for response times and choice probabilities in multi-alternative preferential choice. It implements pairwise comparison of alternatives on weighted attributes into an information sampling process which, in turn, results in a preference process. The model provides expected choice probabilities and response time distributions in closed form for optional and fixed stopping times. The theoretical background of the 2N-ary choice tree model is explained in detail with focus on the transition probabilities that take into account constituents of human preferences such as expectations, emotions or socially influenced attention. Then it is shown how the model accounts for several context-effects observed in human preferential choice like similarity, attraction and compromise effects and how long it takes, on average, for the decision. The model is extended to deal with more than three choice alternatives. A short discussion on how the $2N$-ary choice tree model differs from the Multi-alternative Decision Field Theory and the Leaky Competing Accumulator model is provided.
topic computational model
2N-ary choice tree model
preferential choice
multiple choice alternatives
multi-attribute choice alternatives
response times
url http://journal.frontiersin.org/Journal/10.3389/fpsyg.2012.00189/full
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