SPARKLE: A Nonparametric Approach for Online Decision-Making with High-Dimensional Covariates

Wenjia Wang, Qingwen Zhang, Xiaowei Zhang

Personalized services are central to today's digital economy, and their sequential decisions are often modeled as contextual bandits. Modern applications pose two main challenges:…