Regret Minimization and Statistical Inference in Online Decision Making with High-dimensional Covariates

Congyuan Duan, Wanteng Ma, Jiashuo Jiang +1

This paper investigates regret minimization, statistical inference, and their interplay in high-dimensional online decision-making based on the sparse linear context bandit model.…