Bias and variance in value function estimation
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Bayesian sparse sampling for on-line reward optimization
ICML '05 Proceedings of the 22nd international conference on Machine learning
An analytic solution to discrete Bayesian reinforcement learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
Multi-task reinforcement learning: a hierarchical Bayesian approach
Proceedings of the 24th international conference on Machine learning
A layered approach to learning coordination knowledge in multiagent environments
Applied Intelligence
Reinforcement learning with limited reinforcement: using Bayes risk for active learning in POMDPs
Proceedings of the 25th international conference on Machine learning
The many faces of optimism: a unifying approach
Proceedings of the 25th international conference on Machine learning
An Empirical Analysis of the Impact of Prioritised Sweeping on the DynaQ's Performance
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Integration of news content into web results
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Near-Bayesian exploration in polynomial time
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Action selection in Bayesian reinforcement learning
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
State abstraction discovery from irrelevant state variables
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
A Bayesian sampling approach to exploration in reinforcement learning
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Bayesian role discovery for multi-agent reinforcement learning
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Smarter sampling in model-based Bayesian reinforcement learning
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Incorporating domain models into Bayesian optimization for RL
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
A Monte-Carlo AIXI approximation
Journal of Artificial Intelligence Research
A Bayesian Approach for Learning and Planning in Partially Observable Markov Decision Processes
The Journal of Machine Learning Research
Multi-armed bandit algorithms and empirical evaluation
ECML'05 Proceedings of the 16th European conference on Machine Learning
Admission control policies for a multi-class QoS-aware service oriented architecture
ACM SIGMETRICS Performance Evaluation Review
Leveraging domain knowledge to learn normative behavior: a bayesian approach
ALA'11 Proceedings of the 11th international conference on Adaptive and Learning Agents
EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning
Robust bayesian reinforcement learning through tight lower bounds
EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning
Optimal learning of transition probabilities in the two-agent newsvendor problem
Proceedings of the Winter Simulation Conference
Hybrid POMDP based evolutionary adaptive framework for efficient visual tracking algorithms
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Learning agents with evolving hypothesis classes
AGI'13 Proceedings of the 6th international conference on Artificial General Intelligence
Efficient learning in linearly solvable MDP models
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Prior-free exploration bonus for and beyond near bayes-optimal behavior
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Linear Bayesian reinforcement learning
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Monte-Carlo tree search for Bayesian reinforcement learning
Applied Intelligence
Efficient bidding strategies for Cliff-Edge problems
Autonomous Agents and Multi-Agent Systems
Scalable and efficient bayes-adaptive reinforcement learning based on monte-carlo tree search
Journal of Artificial Intelligence Research
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