Discrete choice models with multiplicative error terms

被引:80
作者
Fosgerau, M. [2 ]
Bierlaire, M. [1 ]
机构
[1] Ecole Polytech Fed Lausanne, Transport & Mobil Lab, CH-1015 Lausanne, Switzerland
[2] Tech Univ Denmark, Dept Transport, DK-2800 Lyngby, Denmark
关键词
Discrete choice; Multiplicative specification; Multivariate extreme value; Random scale; Heteroscedasticity; COVARIANCE HETEROGENEITY; COMPLEXITY; BEHAVIOR; TRAVEL;
D O I
10.1016/j.trb.2008.10.004
中图分类号
F [经济];
学科分类号
02 ;
摘要
The conditional indirect utility of many random utility maximization (RUM) discrete choice models is specified as a sum of an index V depending on observables and an independent random term P. In general, the universe of RUM consistent models is much larger, even fixing some specification of V due to theoretical and practical considerations. In this paper, we explore an alternative RUM model where the summation of V and E is replaced by multiplication. This is consistent with the notion that choice makers may sometimes evaluate relative differences in V between alternatives rather than absolute differences. We develop some properties of this type of model and show that in several cases the change from an additive to a multiplicative formulation, maintaining a specification of V, may lead to a large improvement in fit, sometimes larger than that gained from introducing random coefficients in V. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:494 / 505
页数:12
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