ON THE OVERSPECIFICATION OF MULTINOMIAL AND NESTED LOGIT-MODELS DUE TO ALTERNATIVE SPECIFIC CONSTANTS

Citation
M. Bierlaire et al., ON THE OVERSPECIFICATION OF MULTINOMIAL AND NESTED LOGIT-MODELS DUE TO ALTERNATIVE SPECIFIC CONSTANTS, Transportation science, 31(4), 1997, pp. 363-371
Citations number
11
Journal title
ISSN journal
00411655
Volume
31
Issue
4
Year of publication
1997
Pages
363 - 371
Database
ISI
SICI code
0041-1655(1997)31:4<363:OTOOMA>2.0.ZU;2-7
Abstract
Discrete choice models as demand forecasting techniques have been used for transportation applications for more than thirty years. The multi nomial and nested legit models are probably the most widely applied in this context. Alternative specific constants, although playing an imp ortant role in these models, have received very little attention in th eoretical studies. In. this paper, we try to fill this gap by providin g an analysis of the overspecification caused by alternative specific constants to the log-likelihood function of multinomial and nested Leg it models. The theoretical results lead directly to a particular strat egy of alternative specific constant specification, called here the or thogonal strategy. The analysis of the relationship between arty two a rbitrary strategies and the derivation of an interesting geometrical p roperty of the orthogonal strategy provide a motivation to prefer the latter.