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Duality in Dynamic Discrete Choice Models

Duality in dynamic discrete-choice models
Authors: Chiong, Khai X.; Galichon, Alfred; Shum, Matthew;

Duality in Dynamic Discrete Choice Models

Abstract

Acknowledgements: First draft: April 2013. This version: February 2015. The authors thank the Editor, three anonymous referees, as well as Benjamin Connault, Thierry Magnac, Emerson Melo, Bob Miller, Sergio Montero, John Rust, Sorawoot (Tang) Srisuma, and Haiqing Xu for useful comments. We are especially grateful to Guillaume Carlier for providing decisive help with the proof of Theorem 5. We also thank audiences at Michigan, Northwestern, NYU, Pitt, the CEMMAP conference on inference in game-theoretic models (June 2013), UCLA econometrics mini-conference (June 2013), the Boston College Econometrics of Demand Conference (December 2013) and the Toulouse conference on "Recent Advances in Set Identification" (December 2013) for helpful comments. Galichon's research has received funding from the European Research Council under the European Union's Seventh Framework Programme (FP7/2007-2013) / ERC grant agreement no. 313699 and from FiME, Laboratoire de Finance des Marches de l'Energie (www.fime-lab.org).

Using results from convex analysis, we investigate a novel approach to identification and estimation of discrete choice models which we call the "Mass Transport Approach" (MTA). We show that the conditional choice probabilities and the choice-specific payoffs in these models are related in the sense of conjugate duality, and that the identification problem is a mass transport problem. Based on this, we propose a new two-step estimator for these models; interestingly, the first step of our estimator involves solving a linear program which is identical to the classic assignment (two-sided matching) game of Shapley and Shubik (1971). The application of convex-analytic tools to dynamic discrete choice models, and the connection with two-sided matching models, is new in the literature.

Submitted - SSWP1403.pdf

Countries
United States, France
Keywords

330, ddc:330, Econometrics (econ.EM), estimate of discrete choice models, Decision theory, Conditional choice probability inversion, estimation of discrete choice models, FOS: Economics and business, Convex analysis, Conjugate duality, Dynamic discrete choice models, conditional choice probability inversion, Discret choice model; Mass Transport Approach (MTA); Conjugate duality, [SHS.ECO] Humanities and Social Sciences/Economics and Finance, mass transportation approach, Mass Transport Approach (MTA), Discret choice model, Economics - Econometrics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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