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
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.