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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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 |
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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 |
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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. |
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FENG, Guiyun LI, Xiaobo WANG, Zizhuo |
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FENG, Guiyun LI, Xiaobo WANG, Zizhuo |
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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 |
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Technical note—On the relation between several discrete choice models |
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Technical note—On the relation between several discrete choice models |
title_sort |
technical note—on the relation between several discrete choice models |
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Institutional Knowledge at Singapore Management University |
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2017 |
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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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