Experiments with reinforcement learning in problems with continuous state and action spaces

Continuous-Action Q-Learning

Machine Learning

TCS Learning Classifier System Controller on a Real Robot

PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature

Q-Learning in Continuous State and Action Spaces

AI '99 Proceedings of the 12th Australian Joint Conference on Artificial Intelligence: Advanced Topics in Artificial Intelligence

Path-Tracking Control of Non-holonomic Car-Like Robot with Reinforcement Learning

RoboCup-99: Robot Soccer World Cup III

The Importance of Being Discrete: Learning Classes of Actions and Outcomes through Interaction

AI '01 Proceedings of the 14th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence

Unsupervised Learning of Biologically Plausible Object Recognition Strategies

BMVC '00 Proceedings of the First IEEE International Workshop on Biologically Motivated Computer Vision

Applications of the self-organising map to reinforcement learning

Neural Networks - New developments in self-organizing maps

Reinforcement Learning with Factored States and Actions

The Journal of Machine Learning Research

A Reinforcement Learning Algorithm in Cooperative Multi-Robot Domains

Journal of Intelligent and Robotic Systems

An Ensemble of Cooperative Extended Kohonen Maps for Complex Robot Motion Tasks

Neural Computation

A Neural Learning Classifier System with Self-Adaptive Constructivism for Mobile Robot Control

Artificial Life

Evolutionary Function Approximation for Reinforcement Learning

The Journal of Machine Learning Research

Application of SONQL for real-time learning of robot behaviors

Robotics and Autonomous Systems

Case-based myopic reinforcement learning for satisfying target service level in supply chain

Expert Systems with Applications: An International Journal

Accelerated Neural Evolution through Cooperatively Coevolved Synapses

The Journal of Machine Learning Research

An Analysis of Case-Based Value Function Approximation by Approximating State Transition Graphs

ICCBR '07 Proceedings of the 7th international conference on Case-Based Reasoning: Case-Based Reasoning Research and Development

Implementing Parametric Reinforcement Learning in Robocup Rescue Simulation

RoboCup 2007: Robot Soccer World Cup XI

A reinforced learning control using iterative error compensation for uncertain dynamical systems

International Journal of Computer Mathematics

Inductive transfer with context-sensitive neural networks

Machine Learning

Binary action search for learning continuous-action control policies

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

Anticipatory Driving for a Robot-Car Based on Supervised Learning

Anticipatory Behavior in Adaptive Learning Systems

An instance-based state representation for network repair

AAAI'04 Proceedings of the 19th national conference on Artifical intelligence

Improving action selection in MDP's via knowledge transfer

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2

Transfer learning in real-time strategy games using hybrid CBR/RL

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Neuroevolution strategies for episodic reinforcement learning

Journal of Algorithms

RL-Based Memory Controller for Scalable Autonomous Systems

ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II

Reinforcement learning using Voronoi space division

Artificial Life and Robotics

The penalty avoiding rational policy making algorithm in continuous action spaces

IDEAL'10 Proceedings of the 11th international conference on Intelligent data engineering and automated learning

Continuous state/action reinforcement learning: A growing self-organizing map approach

Neurocomputing

The implementation of Q-learning for problems in continuous state and action space using SOM-based fuzzy systems

ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers

Multiagent reactive plan application learning in dynamic environments

Proceedings of the 15th WSEAS international conference on Computers

Task-Driven discretization of the joint space of visual percepts and continuous actions

ECML'06 Proceedings of the 17th European conference on Machine Learning

Efficient non-linear control through neuroevolution

ECML'06 Proceedings of the 17th European conference on Machine Learning

Grey reinforcement learning for incomplete information processing

TAMC'06 Proceedings of the Third international conference on Theory and Applications of Models of Computation

CBR for state value function approximation in reinforcement learning

ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development

Multi-agent case-based reasoning for cooperative reinforcement learners

ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning

Reducing the memory footprint of temporal difference learning over finitely many states by using case-based generalization

ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development

Reinforcement learning for rule extraction from a labeled dataset

Cognitive Systems Research

Low complexity proto-value function learning from sensory observations with incremental slow feature analysis

ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II

On-Line model-based continuous state reinforcement learning using background knowledge

AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence

Safe exploration of state and action spaces in reinforcement learning

Journal of Artificial Intelligence Research

Learning via human feedback in continuous state and action spaces

Applied Intelligence

Embodied imitation-enhanced reinforcement learning in multi-agent systems

Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems