
RLvSL project page
Reinforcement Learning via Supervised Learning
Publications

Directed Exploration of Policy Space using Support Vector Classifiers
Rexakis Y., Lagoudakis M.
Proceedings of the 2011 IEEE International Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL 2011), Paris, France, April 2011.



On the Locality of Action Domination in Sequential Decision Making
Rachelson E., Lagoudakis M.
Proceedings of the 11th International Symposium on Artificial Intelligence and Mathematics (ISAIM), Ft. Lauderdale, FL, USA, January 2010.



Learning ContinuousAction Control Policies
Pazis J., Lagoudakis M.
Proceedings of the 2009 IEEE International Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL 2009), Nashville, TN, USA, April 2009, pp. 169176.



ClassifierBased Policy Representation
Rexakis Y., Lagoudakis M.
Proceedings of the 2008 International Conference on Machine Learning and Applications (ICMLA'08), San Diego, CA, USA, December 2008, pp. 9198.



Rollout Sampling Approximate Policy Iteration
Dimitrakakis C., Lagoudakis M.
Proceedings of the 2008 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2008), Antwerp, Belgium, September 2008, pp. 7.



Algorithms and Bounds for Rollout Sampling Approximate Policy Iteration
Dimitrakakis C., Lagoudakis M.
Proceedings of the 8th European Workshop on Reinforcement Learning (EWRL'08), Lille, France, June 2008, pp. 2740.



Rollout Sampling Approximate Policy Iteration
Dimitrakakis C., Lagoudakis M.
Machine Learning 72 (3), 2008, pp. 157171.



