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.
    Abstract File BibTeX

  • 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.
    Abstract File BibTeX

  • Learning Continuous-Action 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. 169-176.
    Abstract File BibTeX

  • Classifier-Based 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. 91-98.
    Abstract File BibTeX

  • 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.
    Abstract File BibTeX

  • 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. 27-40.
    Abstract File BibTeX

  • Rollout Sampling Approximate Policy Iteration
    Dimitrakakis C., Lagoudakis M.
    Machine Learning 72 (3), 2008, pp. 157-171.
    Abstract File BibTeX