Comparison and Unification of Three Regularization Methods in Batch Reinforcement Learning

Sarah Rathnam, Susan A. Murphy, Finale Doshi-Velez

In batch reinforcement learning, there can be poorly explored state-action pairs resulting in poorly learned, inaccurate models and poorly performing associated policies. Various r…