Semiparametric Estimation of Monotonic and Concave Utility Functions: The Discrete Choice Case
Rosa Matzkin
No 830, Cowles Foundation Discussion Papers from Cowles Foundation for Research in Economics, Yale University
Abstract:
This paper develops a semiparametric method for estimating the nonrandom part V(.) of a random utility function U(v, omega) - V(v) + e(omega) from data on discrete choice behavior. Here v and omega are, respectively, vectors of observable and unobservable attributes of an alternative, and e(omega) is the random part of the utility for that alternative. The method is semiparametric because it assumes that the distribution of the random parts is know up to a finite-dimensional parameter theta, while not requiring specification of a parametric form for V( ). The nonstochastic part V( ) of the utility function U( ) is assumed to be Lipschitzian and to possess a set of properties, typically assumed for utility functions. The estimator of the pair (V,theta) is shown to be strongly consistent.
Keywords: Discrete choice models; nonparametric estimation; utility functions; consistency; semiparametric estimation (search for similar items in EconPapers)
Pages: 40 pages
Date: 1987-04
Note: CFP 795.
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Citations: View citations in EconPapers (1)
Published in Econometrica (September 1991), 59(5): 1315-1327
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