Odalric-Ambrym Maillard, Phuong Nguyen, Ronald Ortner, Daniil Ryabko. Optimal Regret Bounds for Selecting the State Representation in Reinforcement Learning. In Proceedings of the 30th International Conference on Machine Learning, ICML 2013, Atlanta, GA, USA, 16-21 June 2013. Volume 28 of JMLR Proceedings, pages 543-551, JMLR.org, 2013. [doi]
Abstract is missing.