Technical note—On the relation between several discrete choice models

In this paper, we study the relationship between several well known classes of discrete choice models, i.e., the random utility model (RUM), the representative agent model (RAM), and the semiparametric choice model (SCM). Using a welfare-based model as an intermediate, we show that the RAM and the S...

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Main Authors: FENG, Guiyun, LI, Xiaobo, WANG, Zizhuo
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Language:English
Published: Institutional Knowledge at Singapore Management University 2017
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Online Access:https://ink.library.smu.edu.sg/lkcsb_research/6498
https://ink.library.smu.edu.sg/context/lkcsb_research/article/7497/viewcontent/TN_DCM_av.pdf
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spelling sg-smu-ink.lkcsb_research-74972020-06-16T08:38:16Z Technical note—On the relation between several discrete choice models FENG, Guiyun LI, Xiaobo WANG, Zizhuo In this paper, we study the relationship between several well known classes of discrete choice models, i.e., the random utility model (RUM), the representative agent model (RAM), and the semiparametric choice model (SCM). Using a welfare-based model as an intermediate, we show that the RAM and the SCM are equivalent. Furthermore, we show that both models as well as the welfare-based model strictly subsume the RUM when there are three or more alternatives, while the four are equivalent when there are only two alternatives. Thus, this paper presents a complete picture of the relationship between these choice models. 2017-12-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/lkcsb_research/6498 info:doi/10.1287/opre.2017.1602 https://ink.library.smu.edu.sg/context/lkcsb_research/article/7497/viewcontent/TN_DCM_av.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection Lee Kong Chian School Of Business eng Institutional Knowledge at Singapore Management University welfare function random utility model representative agent model semiparametric choice model Operations and Supply Chain Management
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic welfare function
random utility model
representative agent model
semiparametric choice model
Operations and Supply Chain Management
spellingShingle welfare function
random utility model
representative agent model
semiparametric choice model
Operations and Supply Chain Management
FENG, Guiyun
LI, Xiaobo
WANG, Zizhuo
Technical note—On the relation between several discrete choice models
description In this paper, we study the relationship between several well known classes of discrete choice models, i.e., the random utility model (RUM), the representative agent model (RAM), and the semiparametric choice model (SCM). Using a welfare-based model as an intermediate, we show that the RAM and the SCM are equivalent. Furthermore, we show that both models as well as the welfare-based model strictly subsume the RUM when there are three or more alternatives, while the four are equivalent when there are only two alternatives. Thus, this paper presents a complete picture of the relationship between these choice models.
format text
author FENG, Guiyun
LI, Xiaobo
WANG, Zizhuo
author_facet FENG, Guiyun
LI, Xiaobo
WANG, Zizhuo
author_sort FENG, Guiyun
title Technical note—On the relation between several discrete choice models
title_short Technical note—On the relation between several discrete choice models
title_full Technical note—On the relation between several discrete choice models
title_fullStr Technical note—On the relation between several discrete choice models
title_full_unstemmed Technical note—On the relation between several discrete choice models
title_sort technical note—on the relation between several discrete choice models
publisher Institutional Knowledge at Singapore Management University
publishDate 2017
url https://ink.library.smu.edu.sg/lkcsb_research/6498
https://ink.library.smu.edu.sg/context/lkcsb_research/article/7497/viewcontent/TN_DCM_av.pdf
_version_ 1770575051151638528