Provably Optimal Algorithms for Generalized Linear Contextual Bandits

Lihong Li, Yu Lu, Dengyong Zhou

Abstract: Contextual bandits are widely used in Internet services from news recommendation to advertising, and to Web search. Generalized linear models (logistical regression in particular) have demonstrated...