, Exploration in modelbased reinforcement learning by empirically estimating learning progress, Neural Information Processing System, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00755248
, Reinforcement learning, an introduction, 1998.
, R-max : a general polynomial time algorithm for near-optimal reinforcement learning, Journal of Machine Learning Research, pp.213-231, 2002.
, Near-bayesian exploration in polynomial time, Proceeding of the International Conference on Machine Learning (ICML), pp.513-520, 2009.
, Autonomous exploration for navigating in mdps, Conference Proceedings, 2012.
, Curious model-building control systems, [Proceedings] 1991 IEEE International Joint Conference on Neural Networks, pp.1458-1463, 1991.
DOI : 10.1109/IJCNN.1991.170605
, Intrinsic Motivation Systems for Autonomous Mental Development, IEEE Transactions On Evolutionary Computation, 2007.
DOI : 10.1109/TEVC.2006.890271
, R-IAC: Robust Intrinsically Motivated Exploration and Active Learning, IEEE Transactions on Autonomous Mental Development, 2009.
DOI : 10.1109/TAMD.2009.2037513
, Finite-time analysis of the multiarmed bandit problem, International Conference on Machine Learning, 2002.
, Bandit Based Monte-Carlo Planning, European Conference on Machine Learning, 2006.
DOI : 10.1007/11871842_29
, An analysis of model-based interval estimation for markov decision, Journal of Computer and System Sciences, 2008.
, A finite-time analysis of multiarmed bandits problems with kullback-leibler divergence, COLT, 2011.
, Continuous Upper Confidence Trees with Polynomial Exploration ??? Consistency, ECML/PKKD, 2013.
DOI : 10.1007/978-3-642-40988-2_13
URL : https://hal.archives-ouvertes.fr/hal-00835352