Publications

Found 12 results

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2008
Exploration Scavenging Langford, J.; Strehl, A.; Wortman, J. , ICML, 05/06/2008, Helsinki, (2008)
Exploration Scavenging Langford, J.; Strehl, A.; Wortman, J. , ICML, (2008)
Predictive Indexing for Fast Search Goel, S.; Langford, J.; Strehl, A. , Neural Information Processing Systems (NIPS), (2008)
2007
Model-Based Reinforcement Learning in Factored-State {MDPs} Strehl, A.L. , ADPRL 2007: Proceedings of the 2007 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning, (2007)
Online Linear Regression and Its Application to Model-Based Reinforcement Learning Strehl, A.L.; Littman, M.L. , NIPS, (2007)
2006
A Hierarchical Approach to Efficient Reinforcement Learning in Deterministic Domains Diuk, C.; Littman, M.; Strehl, A. , Fifth International Conference on Autonomous Agents and Multiagent Systems (AAMAS-06), (2006)
Experience-efficient learning in associative bandit problems Strehl, A.L.; Mesterharm, C.; Littman, M.L.; Hirsh, H. , ICML-06: Proceedings of the 23rd international conference on Machine learning, p.889--896, (2006)
Incremental Model-based Learners With Formal Learning-Time Guarantees Strehl, A.L.; Li, L.; Littman, M.L. , UAI-06: Proceedings of the 22nd conference on Uncertainty in Artificial Intelligence, p.485--493, (2006)
PAC model-free reinforcement learning Strehl, A.L.; Li, L.; Wiewiora, E.; Langford, J.; Littman, M.L. , ICML-06: Proceedings of the 23rd international conference on Machine learning, p.881--888, (2006)
2005
A Theoretical Analysis of Model-Based Interval Estimation Strehl, A.L.; Littman, M.L. , Proceedings of the Twenty-second International Conference on Machine Learning (ICML-05), p.857--864, (2005)
Efficient Exploration With Latent Structure Leffler, B.; Littman, M.L.; Strehl, A.L.; Walsh, T. , Robotics Science and Systems, 2005, (2005)
2004
An Empirical Evaluation of Interval Estimation for Markov Decision Processes Strehl, A.L.; Littman, M.L. , The 16th IEEE International Conference on Tools with Artificial Intelligence (ICTAI-2004), p.128--135, (2004)