Minimax Concave Penalized Multi-Armed Bandit Model with High-Dimensional Convariates

Xue Wang, Mike Mingcheng Wei, Tao Yao

Abstract: In this paper, we propose a Minimax Concave Penalized Multi-Armed Bandit (MCP-Bandit) algorithm for a decision-maker facing high-dimensional data with latent sparse structure in an online learning ...