Get me out of this hole: a profile likelihood approach to identifying and avoiding inferior local optima in choice models

Stephane Hess, David Bunch, Andrew Daly

Choice modellers routinely acknowledge the risk of convergence to inferior local optima when using structures other than a simple linear-in-parameters logit model. At the same time…