Proceedings of the seventh international conference (1990) on Machine learning
Efficient learning and planning within the Dyna framework
Proceedings of the second international conference on From animals to animats 2 : simulation of adaptive behavior: simulation of adaptive behavior
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Fuzzy Reinforcement Learning and Dynamic Programming
IJCAI '93 Proceedings of the Workshop on Fuzzy Logic in Artificial Intelligence
Fuzzy Model-Based Reinforcement Learning
Advances in Computational Intelligence and Learning: Methods and Applications
Epoch-Incremental Queue-Dyna Algorithm
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Reinforcement distribution in fuzzy Q-learning
Fuzzy Sets and Systems
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
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The new epoch-incremental reinforcement learning algorithm with fuzzy approximation of action-value function is developed. This algorithm is practically tested in the control of the mobile robot which realizes goal seeking behavior. The obtained results are compared with results of fuzzy version of reinforcement learning algorithms, such as Q(0)-learning, Q(λ )-learning, Dyna-learning and prioritized sweeping. The adaptation of the fuzzy approximator to the model based reinforcement learning algorithms is also proposed.