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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Frontiers Media S.A.
2012-06-01
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Online Access: | http://journal.frontiersin.org/Journal/10.3389/fpsyg.2012.00189/full |
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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 |
work_keys_str_mv |
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