Statistical Linear Estimation with Penalized Estimators: an Application to Reinforcement Learning

Bernardo Avila Pires, Csaba Szepesvari

Motivated by value function estimation in reinforcement learning, we study statistical linear inverse problems, i.e., problems where the coefficients of a linear system to be solve…