Dahngoon Kim

Tractable Multinomial Logit Contextual Bandits with Non-Linear Utilities

We study the _multinomial logit_ (MNL) contextual bandit problem for sequential assortment selection. Although most existing research assumes utility functions to be linear in item features, this linearity assumption restricts the modeling of intricate interactions between items and user preferences…