A. Antos, R. Munos, and C. Szepesvari, Fitted Q-iteration in continuous actionspace MDPs, Neural Information Processing Systems, 2007.
URL : https://hal.archives-ouvertes.fr/inria-00185311

S. Ben-david, J. Blitzer, K. Crammer, A. Kulesza, F. Pereira et al., A theory of learning from different domains, Machine Learning, vol.60, issue.1-2, pp.151-175, 2010.
DOI : 10.1007/s10994-009-5152-4

K. Crammer, M. Kearns, and J. Wortman, Learning from multiple sources, Journal of Machine Learning Research, vol.9, pp.1757-1774, 2008.

D. Ernst, P. Geurts, and L. Wehenkel, Tree-based batch mode reinforcement learning, J. Mach. Learn. Res, vol.6, pp.503-556, 2005.

L. Györfi, M. Kohler, A. Krzy?, and H. Walk, A distribution-free theory of nonparametric regression, 2002.
DOI : 10.1007/b97848

M. G. Lagoudakis and R. Parr, Least-squares policy iteration, The Journal of Machine Learning Research, vol.4, pp.1107-1149, 2003.

A. Lazaric, M. Ghavamzadeh, and R. Munos, Finite-sample analysis of LSTD, 2010.
URL : https://hal.archives-ouvertes.fr/inria-00482189

A. Lazaric, M. Restelli, and A. Bonarini, Transfer of samples in batch reinforcement learning, Proceedings of the 25th international conference on Machine learning, ICML '08, pp.544-551, 2008.
DOI : 10.1145/1390156.1390225

A. Lazaric, Knowledge Transfer in Reinforcement Learning, 2008.

Y. Mansour, M. Mohri, and A. Rostamizadeh, Domain adaptation: Learning bounds and algorithms, Proceedings of the 22nd Conference on Learning Theory, 2009.

R. Munos and C. Szepesvári, Finite time bounds for fitted value iteration, Journal of Machine Learning Research, vol.9, pp.815-857, 2008.
URL : https://hal.archives-ouvertes.fr/inria-00120882

S. Richard, A. G. Sutton, and . Barto, Reinforcement Learning: An Introduction, 1998.

M. E. Taylor, N. K. Jong, and P. Stone, Transferring Instances for Model-Based Reinforcement Learning, Proceedings of the European Conference on Machine Learning (ECML'08), pp.488-505, 2008.
DOI : 10.1007/978-3-540-87481-2_32

E. Matthew, P. Taylor, and . Stone, Transfer learning for reinforcement learning domains: A survey, Journal of Machine Learning Research, vol.10, issue.1, pp.1633-1685, 2009.