Hierarchical Exploration for Accelerating Contextual Bandits

Yisong Yue, Sue Ann Hong, Carlos Guestrin

Contextual bandit learning is an increasingly popular approach to optimizing recommender systems via user feedback, but can be slow to converge in practice due to the need for expl…