Value Function Approximation in Noisy Environments Using Locally Smoothed Regularized Approximate Linear Programs

Gavin Taylor, Ron Parr

Recently, Petrik et al. demonstrated that L1Regularized Approximate Linear Programming (RALP) could produce value functions and policies which compared favorably to established lin…