Discrete Choice Prox-Functions

We analyze the duality relation between random utility models and representative agent models, which has already been mentioned in Sect. 2.2. We derive new prox-functions on the simplex from additive random utility models and semi-parametric choice models. More precisely, the convex conjugate of the surplus function of certain discrete choice models satisfies the properties of prox-functions, known from optimization.