Using Eligibility Traces to Find the Best Memoryless Policy in Partially Observable Markov Decision Processes

Open Theoretical Questions in Reinforcement Learning

EuroCOLT '99 Proceedings of the 4th European Conference on Computational Learning Theory

Reinforcement learning for POMDPs based on action values and stochastic optimization

Eighteenth national conference on Artificial intelligence

Utile distinction hidden Markov models

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Automatic learning of dialogue strategy using dialogue simulation and reinforcement learning

HLT '02 Proceedings of the second international conference on Human Language Technology Research

Model-Based Reinforcement Learning for Partially Observable Games with Sampling-Based State Estimation

Neural Computation

Planning and Learning in Environments with Delayed Feedback

ECML '07 Proceedings of the 18th European conference on Machine Learning

Policy Gradient Critics

ECML '07 Proceedings of the 18th European conference on Machine Learning

Epoch-Incremental Queue-Dyna Algorithm

ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing

Robustness Analysis of SARSA(λ): Different Models of Reward and Initialisation

AIMSA '08 Proceedings of the 13th international conference on Artificial Intelligence: Methodology, Systems, and Applications

A Cultural Algorithm for POMDPs from Stochastic Inventory Control

HM '08 Proceedings of the 5th International Workshop on Hybrid Metaheuristics

Learning and planning in environments with delayed feedback

Autonomous Agents and Multi-Agent Systems

Model-free reinforcement learning as mixture learning

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

SarsaLandmark: an algorithm for learning in POMDPs with landmarks

Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1

An empirical analysis of value function-based and policy search reinforcement learning

Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2

Improving the performance of complex agent plans through reinforcement learning

Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1

A Modified Memory-Based Reinforcement Learning Method for Solving POMDP Problems

Neural Processing Letters

Reinforcement learning through global stochastic search in N-MDPs

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II

DCOB: Action space for reinforcement learning of high DoF robots

Autonomous Robots