On overfitting and asymptotic bias in batch reinforcement learning with partial observability

Vincent Francois-Lavet, Guillaume Rabusseau, Joelle Pineau +2

This paper provides an analysis of the tradeoff between asymptotic bias (suboptimality with unlimited data) and overfitting (additional suboptimality due to limited data) in the co…