Dyna, an integrated architecture for learning, planning, and reacting
ACM SIGART Bulletin
A framework for integrating perception, action, and trial-and-error learning
ACM SIGART Bulletin
Prediction of Software Reliability Using Connectionist Models
IEEE Transactions on Software Engineering
ATM scheduling with queuing delay predictions
SIGCOMM '93 Conference proceedings on Communications architectures, protocols and applications
Efficient reinforcement learning
COLT '94 Proceedings of the seventh annual conference on Computational learning theory
The time dimension of neural network models
ACM SIGART Bulletin
Temporal difference learning and TD-Gammon
Communications of the ACM
COLT '95 Proceedings of the eighth annual conference on Computational learning theory
Markov decision processes in large state spaces
COLT '95 Proceedings of the eighth annual conference on Computational learning theory
Learning curve bounds for a Markov decision process with undiscounted rewards
COLT '96 Proceedings of the ninth annual conference on Computational learning theory
Exploring the Power of Genetic Search in Learning Symbolic Classifiers
IEEE Transactions on Pattern Analysis and Machine Intelligence
Locally Weighted Learning for Control
Artificial Intelligence Review - Special issue on lazy learning
A Teaching Strategy for Memory-Based Control
Artificial Intelligence Review - Special issue on lazy learning
Machine Learning - Special issue on inductive transfer
Mean-field theory for batched TD (&lgr;)
Neural Computation
Learning agents for uncertain environments (extended abstract)
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
An instructable, adaptive interface for discovering and monitoring information on the World-Wide Web
IUI '99 Proceedings of the 4th international conference on Intelligent user interfaces
Learning cooperative lane selection strategies for highways
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Co-Evolution in the Successful Learning of Backgammon Strategy
Machine Learning
On being a teammate: experiences acquired in the design of RoboCup teams
Proceedings of the third annual conference on Autonomous Agents
Machine Learning
Connectionist Learning in Behaviour-Based Mobile Robots: A Survey
Artificial Intelligence Review
Colearning in Differential Games
Machine Learning
Learning Team Strategies: Soccer Case Studies
Machine Learning
Convergence analysis of temporal-difference learning algorithms with linear function approximation
COLT '99 Proceedings of the twelfth annual conference on Computational learning theory
Machine Learning
Toward a Model of Intelligence as an Economy of Agents
Machine Learning
Analytical Mean Squared Error Curves for Temporal DifferenceLearning
Machine Learning
A Nonlinear Noise-Shaping Delta-Sigma Modulator with On-Chip Reinforcement Learning^{*}
Analog Integrated Circuits and Signal Processing - Special issue on Learning on Silicon
Learning to Play Chess Using Temporal Differences
Machine Learning
On verifying game designs and playing strategies using reinforcement learning
Proceedings of the 2001 ACM symposium on Applied computing
Computer Go: an AI oriented survey
Artificial Intelligence
Reinforcement learning for fuzzy agents: application to a pighouse environment control
New learning paradigms in soft computing
Programming backgammon using self-teaching neural nets
Artificial Intelligence - Chips challenging champions: games, computers and Artificial Intelligence
World-championship-caliber Scrabble
Artificial Intelligence - Chips challenging champions: games, computers and Artificial Intelligence
Learning classifier systems: a complete introduction, review, and roadmap
Journal of Artificial Evolution and Applications
Designing agent collectives for systems with markovian dynamics
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 3
Analog VLSI Stochastic Perturbative Learning Architectures
Analog Integrated Circuits and Signal Processing
A Hybrid Architecture for Situated Learning of Reactive Sequential Decision Making
Applied Intelligence
Research Environment for Data Analysis Tool Allocators
Applied Intelligence
Reinforcement Learning in the Multi-Robot Domain
Autonomous Robots
Reinforcement Learning Soccer Teams with Incomplete World Models
Autonomous Robots
Computational & Mathematical Organization Theory
Automating the Construction of Internet Portals with Machine Learning
Information Retrieval
Robot Control Optimization Using Reinforcement Learning
Journal of Intelligent and Robotic Systems
A Theoretical Approach of an Intelligent Robot Gripper to Grasp Polygon Shaped Objects
Journal of Intelligent and Robotic Systems
Kernel-Based Reinforcement Learning
Machine Learning
On Average Versus Discounted Reward Temporal-Difference Learning
Machine Learning
Near-Optimal Reinforcement Learning in Polynomial Time
Machine Learning
Technical Update: Least-Squares Temporal Difference Learning
Machine Learning
Machine Learning
Risk-Sensitive Reinforcement Learning
Machine Learning
Artificial Intelligence Review
Actor-critic models of the basal ganglia: new anatomical and computational perspectives
Neural Networks - Computational models of neuromodulation
Dopamine: generalization and bonuses
Neural Networks - Computational models of neuromodulation
Opponent interactions between serotonin and dopamine
Neural Networks - Computational models of neuromodulation
Control of exploitation-exploration meta-parameter in reinforcement learning
Neural Networks - Computational models of neuromodulation
Neural computing increases robot adaptivity
Natural Computing: an international journal
Relative Loss Bounds for Temporal-Difference Learning
Machine Learning
From Perturbation Analysis to Markov Decision Processes and Reinforcement Learning
Discrete Event Dynamic Systems
Least Squares Policy Evaluation Algorithms with Linear Function Approximation
Discrete Event Dynamic Systems
Learning Situation-Specific Coordination in Cooperative Multi-agent Systems
Autonomous Agents and Multi-Agent Systems
Experiences Acquired in the Design of RoboCup Teams: A Comparison of Two Fielded Teams
Autonomous Agents and Multi-Agent Systems
A Framework for Learning in Search-Based Systems
IEEE Transactions on Knowledge and Data Engineering
Learning Optimal Robotic Tasks
IEEE Expert: Intelligent Systems and Their Applications
Using Machine Learning Techniques in Real-World Mobile Robots
IEEE Expert: Intelligent Systems and Their Applications
Multiple model-based reinforcement learning
Neural Computation
A personalized and integrative comparison-shopping engine and its applications
Decision Support Systems - Special issue: Agents and e-commerce business models
Long-term reward prediction in TD models of the dopamine system
Neural Computation
Emergent neural computational architectures based on neuroscience
Machines that learn to play games
Minimax TD-Learning with Neural Nets in a Markov Game
ECML '00 Proceedings of the 11th European Conference on Machine Learning
A Reinforcement Learning Algorithm Applied to Simplified Two-Player Texas Hold'em Poker
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
Learning While Exploring: Bridging the Gaps in the Eligibility Traces
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
Propagation of Q-values in Tabular TD(lambda)
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Learning a Navigation Task in Changing Environments by Multi-task Reinforcement Learning
EWLR-8 Proceedings of the 8th European Workshop on Learning Robots: Advances in Robot Learning
Reinforcement Learning in Situated Agents: Theoretical and Practical Solutions
EWLR-8 Proceedings of the 8th European Workshop on Learning Robots: Advances in Robot Learning
Solving Partially Observable Problems by Evolution and Learning of Finite State Machines
ICES '01 Proceedings of the 4th International Conference on Evolvable Systems: From Biology to Hardware
ADORE: Adaptive Object Recognition
ICVS '99 Proceedings of the First International Conference on Computer Vision Systems
Minimizing Transmission Costs through Adaptive Marking in Differentiated Services Networks
MMNS '02 Proceedings of the 5th IFIP/IEEE International Conference on Management of Multimedia Networks and Services: Management of Multimedia on the Internet
Reinforcement Learning: Past, Present and Future
SEAL'98 Selected papers from the Second Asia-Pacific Conference on Simulated Evolution and Learning on Simulated Evolution and Learning
Modelling Intelligent Behaviour: The Markov Decision Process Approach
IBERAMIA '98 Proceedings of the 6th Ibero-American Conference on AI: Progress in Artificial Intelligence
Minimax Fuzzy Q-Learning in Cooperative Multi-agent Systems
ADVIS '02 Proceedings of the Second International Conference on Advances in Information Systems
Unsupervised Learning in Metagame
AI '99 Proceedings of the 12th Australian Joint Conference on Artificial Intelligence: Advanced Topics in Artificial Intelligence
Parameterized Logic Programs where Computing Meets Learning
FLOPS '01 Proceedings of the 5th International Symposium on Functional and Logic Programming
Reinforcement Learning for Control of Traffic and Access Points in Intelligent Wireless ATM Networks
Proceedings of the International Conference, 7th Fuzzy Days on Computational Intelligence, Theory and Applications
Meta-case-Based Reasoning: Using Functional Models to Adapt Case-Based Agents
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Market-Based Reinforcement Learning in Partially Observable Worlds
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
An Introduction to Learning Fuzzy Classifier Systems
Learning Classifier Systems, From Foundations to Applications
Fuzzy and Crisp Representations of Real-Valued Input for Learning Classifier Systems
Learning Classifier Systems, From Foundations to Applications
A Roadmap to the Last Decade of Learning Classifier System Research
Learning Classifier Systems, From Foundations to Applications
Market Performance of Adaptive Trading Agents in Synchronous Double Auctions
PRIMA 2001 Proceedings of the 4th Pacific Rim International Workshop on Multi-Agents, Intelligent Agents: Specification, Modeling, and Applications
On the Asymptotic Behaviour of a Constant Stepsize Temporal-Difference Learning Algorithm
EuroCOLT '99 Proceedings of the 4th European Conference on Computational Learning Theory
Application of Episodic Q-Learning to a Multi-agent Cooperative Task
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
On the Need for a Neural Abstract Machine
Sequence Learning - Paradigms, Algorithms, and Applications
Sequential Decision Making Based on Direct Search
Sequence Learning - Paradigms, Algorithms, and Applications
Emergent Neural Computational Architectures Based on Neuroscience - Towards Neuroscience-Inspired Computing
First Results from Using Temporal Difference Learning in Shogi
CG '98 Proceedings of the First International Conference on Computers and Games
A Least-Certainty Heuristic for Selective Search
CG '00 Revised Papers from the Second International Conference on Computers and Games
Chess Neighborhoods, Function Combination, and Reinforcement Learning
CG '00 Revised Papers from the Second International Conference on Computers and Games
Feedforward Neural Networks in Reinforcement Learning Applied to High-Dimensional Motor Control
ALT '02 Proceedings of the 13th International Conference on Algorithmic Learning Theory
Unsupervised Learning of Biologically Plausible Object Recognition Strategies
BMVC '00 Proceedings of the First IEEE International Workshop on Biologically Motivated Computer Vision
Timed delivery of reward signals in an autonomous robot
ICSAB Proceedings of the seventh international conference on simulation of adaptive behavior on From animals to animats
Isotropic sequence order learning
Neural Computation
Nonlinear credit assignment for musical sequences
Second international workshop on Intelligent systems design and application
The design of collectives of agents to control non-Markovian systems
Eighteenth national conference on Artificial intelligence
A System for Building Intelligent Agents that Learn to Retrieve and Extract Information
User Modeling and User-Adapted Interaction
A non-computationally-intensive neurocontroller for autonomous mobile robot navigation
Biologically inspired robot behavior engineering
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Grasp learning by active experimentation using continuous B-spline model
Autonomous robotic systems
Offline learning and the role of autogenous speech: new suggestions from birdsong research
Speech Communication - Special issue on the nature of speech perception (the psychophysics of speech perception III)
Recent trends in learning classifier systems research
Advances in evolutionary computing
Reinforcement learning based on local state feature learning and policy adjustment
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Introduction to multimedia and mobile agents
Autonomous mental development in high dimensional context and action spaces
Neural Networks - 2003 Special issue: Advances in neural networks research — IJCNN'03
Learning evaluation functions to improve optimization by local search
The Journal of Machine Learning Research
Fault prognostics using dynamic wavelet neural networks
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Combining importance sampling and temporal difference control variates to simulate Markov Chains
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Autonomous Learning Architecture for Environmental Mapping
Journal of Intelligent and Robotic Systems
An experimental evaluation of reinforcement learning for gain scheduling
Design and application of hybrid intelligent systems
Emotion-based hierarchical reinforcement learning
Design and application of hybrid intelligent systems
Convergence of synchronous reinforcement learning with linear function approximation
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Using adaptive routing to achieve quality of service
Performance Evaluation
A multi-agent system integrating reinforcement learning, bidding and genetic algorithms
Web Intelligence and Agent Systems
Reinforcement Learning with Factored States and Actions
The Journal of Machine Learning Research
Unifying Temporal and Structural Credit Assignment Problems
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 2
PE-WASUN '04 Proceedings of the 1st ACM international workshop on Performance evaluation of wireless ad hoc, sensor, and ubiquitous networks
Planning, learning and coordination in multiagent decision processes
TARK '96 Proceedings of the 6th conference on Theoretical aspects of rationality and knowledge
Variance Reduction Techniques for Gradient Estimates in Reinforcement Learning
The Journal of Machine Learning Research
Simulating autonomous agents in augmented reality
Journal of Systems and Software
System for foreign exchange trading using genetic algorithms and reinforcement learning
International Journal of Systems Science
Designing intelligent sales-agent for online selling
ICEC '05 Proceedings of the 7th international conference on Electronic commerce
Reinforcement learning for active model selection
UBDM '05 Proceedings of the 1st international workshop on Utility-based data mining
Cooperative Multi-Agent Learning: The State of the Art
Autonomous Agents and Multi-Agent Systems
A Computational Model of Learned Avoidance Behavior in a One-Way Avoidance Experiment
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
Implementing Temporal-Difference Learning with the Scaled Conjugate Gradient Algorithm
Neural Processing Letters
TD(λ) networks: temporal-difference networks with eligibility traces
ICML '05 Proceedings of the 22nd international conference on Machine learning
Hybrid least-squares methods for reinforcement learning
IEA/AIE'2003 Proceedings of the 16th international conference on Developments in applied artificial intelligence
Spike-Timing-Dependent Hebbian Plasticity as Temporal Difference Learning
Neural Computation
Reinforcement Learning in Continuous Time and Space
Neural Computation
A Generalized Kalman Filter for Fixed Point Approximation and Efficient Temporal-Difference Learning
Discrete Event Dynamic Systems
Tuning evaluation functions by maximizing concordance
Theoretical Computer Science - Advances in computer games
Declarative Optimization-Based Drama Management in Interactive Fiction
IEEE Computer Graphics and Applications
Universal parameter optimisation in games based on SPSA
Machine Learning
Automatic basis function construction for approximate dynamic programming and reinforcement learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
A Model of Prefrontal Cortical Mechanisms for Goal-directed Behavior
Journal of Cognitive Neuroscience
Reinforcement learning for declarative optimization-based drama management
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Representation and timing in theories of the dopamine system
Neural Computation
A Computational Role for Dopamine Delivery in Human Decision-Making
Journal of Cognitive Neuroscience
A Computational Model of How the Basal Ganglia Produce Sequences
Journal of Cognitive Neuroscience
Neural Processing Letters
Hold your horses: a dynamic computational role for the subthalamic nucleus in decision making
Neural Networks - 2006 Special issue: Neurobiology of decision making
The misbehavior of value and the discipline of the will
Neural Networks - 2006 Special issue: Neurobiology of decision making
Neural systems implicated in delayed and probabilistic reinforcement
Neural Networks - 2006 Special issue: Neurobiology of decision making
A fast finite-state relaxation method for enforcing global constraints on sequence decoding
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Reinforcement Learning with Approximation Spaces
Fundamenta Informaticae
Free-lunch learning: modeling spontaneous recovery of memory
Neural Computation
Performance Loss Bounds for Approximate Value Iteration with State Aggregation
Mathematics of Operations Research
Evolutionary Function Approximation for Reinforcement Learning
The Journal of Machine Learning Research
Combining online and offline knowledge in UCT
Proceedings of the 24th international conference on Machine learning
Analyzing feature generation for value-function approximation
Proceedings of the 24th international conference on Machine learning
On the role of tracking in stationary environments
Proceedings of the 24th international conference on Machine learning
Empirical Studies in Action Selection with Reinforcement Learning
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
A framework for meta-level control in multi-agent systems
Autonomous Agents and Multi-Agent Systems
The design and evaluation of an intelligent sales agent for online persuasion and negotiation
Electronic Commerce Research and Applications
Restricted gradient-descent algorithm for value-function approximation in reinforcement learning
Artificial Intelligence
Learning how to combine sensory-motor functions into a robust behavior
Artificial Intelligence
Accelerating autonomous learning by using heuristic selection of actions
Journal of Heuristics
On the convergence of stochastic iterative dynamic programming algorithms
Neural Computation
Source routing in the internet with reinforcement learning and genetic algorithms
SEPADS'06 Proceedings of the 5th WSEAS International Conference on Software Engineering, Parallel and Distributed Systems
Knowledge propagation in a distributed omnidirectional vision system
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Marco Somalvico Memorial Issue
Cooperation learning in Multi-Agent Systems with annotation and reward
International Journal of Knowledge-based and Intelligent Engineering Systems
Coordinating with the Future: The Anticipatory Nature of Representation
Minds and Machines
Real-time dynamic fuzzy Q-learning and control of mobile robots
ICECS'03 Proceedings of the 2nd WSEAS International Conference on Electronics, Control and Signal Processing
Reinforcement learning in the presence of rare events
Proceedings of the 25th international conference on Machine learning
Proceedings of the 25th international conference on Machine learning
Proceedings of the 25th international conference on Machine learning
Sample-based learning and search with permanent and transient memories
Proceedings of the 25th international conference on Machine learning
Preconditioned temporal difference learning
Proceedings of the 25th international conference on Machine learning
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 1
Some approaches concerning autonomous mobile robot control
ICAI'08 Proceedings of the 9th WSEAS International Conference on International Conference on Automation and Information
Evolutionary Approach to the Game of Checkers
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Postural Control of Two-Stage Inverted Pendulum Using Reinforcement Learning and Self-organizing Map
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
Imitative Reinforcement Learning for Soccer Playing Robots
RoboCup 2006: Robot Soccer World Cup X
A Kernel-Based Reinforcement Learning Approach to Dynamic Behavior Modeling of Intrusion Detection
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
Feed-Forward Learning: Fast Reinforcement Learning of Controllers
IWINAC '07 Proceedings of the 2nd international work-conference on Nature Inspired Problem-Solving Methods in Knowledge Engineering: Interplay Between Natural and Artificial Computation, Part II
KI '07 Proceedings of the 30th annual German conference on Advances in Artificial Intelligence
Uncovering Fraud in Direct Marketing Data with a Fraud Auditing Case Builder
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Evolution of Valence Systems in an Unstable Environment
SAB '08 Proceedings of the 10th international conference on Simulation of Adaptive Behavior: From Animals to Animats
SAB '08 Proceedings of the 10th international conference on Simulation of Adaptive Behavior: From Animals to Animats
Mixture of Expert Used to Learn Game Play
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Reinforcement Learning: Insights from Interesting Failures in Parameter Selection
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
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
Player Co-Modelling in a Strategy Board Game: Discovering How to Play Fast
Cybernetics and Systems
Using temporal-difference learning for multi-agent bargaining
Electronic Commerce Research and Applications
Experimental analysis of eligibility traces strategies in temporal difference learning
International Journal of Knowledge Engineering and Soft Data Paradigms
Learning the Filling Policy of a Biodegradation Process by Fuzzy Actor---Critic Learning Methodology
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Semantic Relatedness Measure Using Object Properties in an Ontology
ISWC '08 Proceedings of the 7th International Conference on The Semantic Web
New Error Bounds for Approximations from Projected Linear Equations
Recent Advances in Reinforcement Learning
Simulation and reinforcement learning with soccer agents
Multiagent and Grid Systems - Innovations in intelligent agent technology
A spiking neural network model of an actor-critic learning agent
Neural Computation
Experimental analysis on Sarsa(λ) and Q(λ) with different eligibility traces strategies
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Theoretical advances of intelligent paradigms
Projected equation methods for approximate solution of large linear systems
Journal of Computational and Applied Mathematics
Reinforcement distribution in fuzzy Q-learning
Fuzzy Sets and Systems
Basal Ganglia Models for Autonomous Behavior Learning
Creating Brain-Like Intelligence
A survey of message diffusion protocols in mobile ad hoc networks
Proceedings of the 3rd International Conference on Performance Evaluation Methodologies and Tools
Regularization and feature selection in least-squares temporal difference learning
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Fast gradient-descent methods for temporal-difference learning with linear function approximation
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Performance Evaluation of Direct Heuristic Dynamic Programming using Control-Theoretic Measures
Journal of Intelligent and Robotic Systems
SarsaLandmark: an algorithm for learning in POMDPs with landmarks
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Proceedings of the 2008 conference on Knowledge-Based Software Engineering: Proceedings of the Eighth Joint Conference on Knowledge-Based Software Engineering
Neuroevolutionary reinforcement learning for generalized helicopter control
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Reinforcement learning for games: failures and successes
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Learning Representation and Control in Markov Decision Processes: New Frontiers
Foundations and Trends® in Machine Learning
Incremental least-squares temporal difference learning
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Machine learning in digital games: a survey
Artificial Intelligence Review
Hybrid least-squares algorithms for approximate policy evaluation
Machine Learning
Geometric variance reduction in Markov chains: application to value function and gradient estimation
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
Efficient reinforcement learning with relocatable action models
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Achieving master level play in 9×9 computer go
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Efficient reinforcement learning using recursive least-squares methods
Journal of Artificial Intelligence Research
Collective intelligence, data routing and braess' paradox
Journal of Artificial Intelligence Research
Efficient solution algorithms for factored MDPs
Journal of Artificial Intelligence Research
Accelerating reinforcement learning through implicit imitation
Journal of Artificial Intelligence Research
Cooperative information sharing to improve distributed learning in multi-agent systems
Journal of Artificial Intelligence Research
Closed-loop learning of visual control policies
Journal of Artificial Intelligence Research
Statistical feature combination for the evaluation of game positions
Journal of Artificial Intelligence Research
Reinforcement learning: a survey
Journal of Artificial Intelligence Research
On partially controlled multi-agent systems
Journal of Artificial Intelligence Research
Journal of Artificial Intelligence Research
Experiments with infinite-horizon, policy-gradient estimation
Journal of Artificial Intelligence Research
Alternatives for classifier system credit assignment
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 1
Integrating inductive neural network learning and explanation-based learning
IJCAI'93 Proceedings of the 13th international joint conference on Artifical intelligence - Volume 2
Temporal coherence and prediction decay in TD learning
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
Convergence of reinforcement learning with general function approximators
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Learning and multiagent reasoning for autonomous agents
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Heuristic selection of actions in multiagent reinforcement learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Analogical learning in a turn-based strategy game
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Transfer learning in real-time strategy games using hybrid CBR/RL
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Reinforcement learning of local shape in the game of go
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Dynamics of temporal difference learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Input generalization in delayed reinforcement learning: an algorithm and performance comparisons
IJCAI'91 Proceedings of the 12th international joint conference on Artificial intelligence - Volume 2
Natural actor-critic algorithms
Automatica (Journal of IFAC)
NORN finance forecaster: a neural oscillatory-based recurrent network for finance prediction
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Robot weightlifting by direct policy search
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
From Q(λ) to average Q-learning: efficient implementation of an asymptotic approximation
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Approximating optimal policies for partially observable stochastic domains
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
A reinforcement learning approach to job-shop scheduling
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Learning classifier systems: a complete introduction, review, and roadmap
Journal of Artificial Evolution and Applications
Learning to act using real-time dynamic programming
Artificial Intelligence
Assured end-to-end QoS through adaptive marking in multi-domain differentiated services networks
Computer Communications
Ant colony optimization incorporated with fuzzy Q-learning for reinforcement fuzzy control
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
IEEE Transactions on Neural Networks
Reinforcement learning and adaptive dynamic programming for feedback control
IEEE Circuits and Systems Magazine
A Model of Neuronal Specialization Using Hebbian Policy-Gradient with "Slow" Noise
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Reinforcement Learning Based Web Service Compositions for Mobile Business
WISM '09 Proceedings of the International Conference on Web Information Systems and Mining
Acquisition of Movement Pattern by Q-Learning in Peristaltic Crawling Robot
ICIRA '09 Proceedings of the 2nd International Conference on Intelligent Robotics and Applications
Using continuous action spaces to solve discrete problems
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Adaptive state space partitioning for reinforcement learning
Engineering Applications of Artificial Intelligence
An adaptive inventory control for a supply chain
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Applying artificial neural network combined with TD (λ) to computer Chinese chess
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Coevolutionary temporal difference learning for Othello
CIG'09 Proceedings of the 5th international conference on Computational Intelligence and Games
Direct heuristic dynamic programming for nonlinear tracking control with filtered tracking error
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
The improvement of Q-learning applied to imperfect information game
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Motion control of a nonlinear spring by reinforcement learning
Control and Intelligent Systems
QoS differentiated and fair packet scheduling in broadband wireless access networks
EURASIP Journal on Wireless Communications and Networking - Special issue on broadband wireless access
Transfer Learning for Reinforcement Learning Domains: A Survey
The Journal of Machine Learning Research
A comparison of selected training algorithms for recurrent neural networks
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Counter example for Q-bucket-brigade under prediction problem
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Experience-based reinforcement learning to acquire effective behavior in a multi-agent domain
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Self-aware networks and quality of service
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Q-learning with linear function approximation
COLT'07 Proceedings of the 20th annual conference on Learning theory
Posterior weighted reinforcement learning with state uncertainty
Neural Computation
Convergence analysis on approximate reinforcement learning
KSEM'07 Proceedings of the 2nd international conference on Knowledge science, engineering and management
Efficient selectivity and backup operators in Monte-Carlo tree search
CG'06 Proceedings of the 5th international conference on Computers and games
Kernel-based online NEAT for keepaway soccer
LSMS'07 Proceedings of the Life system modeling and simulation 2007 international conference on Bio-Inspired computational intelligence and applications
Temporal difference learning and simulated annealing for optimal control: a case study
KES-AMSTA'08 Proceedings of the 2nd KES International conference on Agent and multi-agent systems: technologies and applications
Relational macros for transfer in reinforcement learning
ILP'07 Proceedings of the 17th international conference on Inductive logic programming
Resource state prediction in the grid based on neural network
ICNC'09 Proceedings of the 5th international conference on Natural computation
50 years of artificial intelligence
Improving optimistic exploration in model-free reinforcement learning
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
IEEE Journal on Selected Areas in Communications
Autonomous Agents and Multi-Agent Systems
Coevolution in a large search space using resource-limited nash memory
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Error Bounds for Approximations from Projected Linear Equations
Mathematics of Operations Research
Reinforcement learning of competitive and cooperative skills in soccer agents
Applied Soft Computing
Evolving Static Representations for Task Transfer
The Journal of Machine Learning Research
Learning to coordinate behaviors
AAAI'90 Proceedings of the eighth National conference on Artificial intelligence - Volume 2
Explaining temporal differences to create useful concepts for evaluating states
AAAI'90 Proceedings of the eighth National conference on Artificial intelligence - Volume 2
Two kinds of training information for evaluation function learning
AAAI'91 Proceedings of the ninth National conference on Artificial intelligence - Volume 2
Adaptive pattern-oriented chess
AAAI'91 Proceedings of the ninth National conference on Artificial intelligence - Volume 2
A complexity analysis of cooperative mechanisms in reinforcement learning
AAAI'91 Proceedings of the ninth National conference on Artificial intelligence - Volume 2
Programming robots using reinforcement learning and teaching
AAAI'91 Proceedings of the ninth National conference on Artificial intelligence - Volume 2
Reinforcement learning with a hierarchy of abstract models
AAAI'92 Proceedings of the tenth national conference on Artificial intelligence
Machine learning for intelligent systems
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
EA'09 Proceedings of the 9th international conference on Artificial evolution
Why and how hippocampal transition cells can be used in reinforcement learning
SAB'10 Proceedings of the 11th international conference on Simulation of adaptive behavior: from animals to animats
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Adaptive critic design with ESN critic for bioprocess optimization
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Simultaneous learning of perception and action in mobile robots
Robotics and Autonomous Systems
Automatic induction of bellman-error features for probabilistic planning
Journal of Artificial Intelligence Research
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Dopamine and self-directed learning
Proceedings of the 2010 conference on Biologically Inspired Cognitive Architectures 2010: Proceedings of the First Annual Meeting of the BICA Society
Parallel reinforcement learning with linear function approximation
ALAMAS'05/ALAMAS'06/ALAMAS'07 Proceedings of the 5th , 6th and 7th European conference on Adaptive and learning agents and multi-agent systems: adaptation and multi-agent learning
Web-based multi-agent system architecture in a dynamic environment
International Journal of Knowledge-based and Intelligent Engineering Systems
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Autonomous Robots
Multiobjective reinforcement learning for traffic signal control using vehicular ad hoc network
EURASIP Journal on Advances in Signal Processing - Special title on vehicular ad hoc networks
Supporting smart interactions with predictive analytics
The smart internet
ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers
Supporting smart interactions with predictive analytics
The smart internet
Ambulance redeployment: an approximate dynamic programming approach
Winter Simulation Conference
Learning n-tuple networks for othello by coevolutionary gradient search
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Training neural networks to play backgammon variants using reinforcement learning
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
The Journal of Machine Learning Research
Exploiting Best-Match Equations for Efficient Reinforcement Learning
The Journal of Machine Learning Research
The 10th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
Preference-based policy iteration: leveraging preference learning for reinforcement learning
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
A methodology for learning players| styles from game records
International Journal of Artificial Intelligence and Soft Computing
Learning finite-state controllers for partially observable environments
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Value function approximation in zero-sum markov games
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Quantum reinforcement learning
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
A novel self-organizing neural fuzzy network for automatic generation of fuzzy inference systems
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
Skill acquisition via transfer learning and advice taking
ECML'06 Proceedings of the 17th European conference on Machine Learning
A sparse kernel-based least-squares temporal difference algorithm for reinforcement learning
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Monte Carlo matrix inversion policy evaluation
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Global versus local constructive function approximation for on-line reinforcement learning
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Valency for adaptive homeostatic agents: relating evolution and learning
ECAL'05 Proceedings of the 8th European conference on Advances in Artificial Life
Kernel-Based reinforcement learning
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
Grey reinforcement learning for incomplete information processing
TAMC'06 Proceedings of the Third international conference on Theory and Applications of Models of Computation
Reinforcement learning-based tuning algorithm applied to fuzzy identification
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Multiple overlapping tiles for contextual monte carlo tree search
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Feature-Discovering approximate value iteration methods
SARA'05 Proceedings of the 6th international conference on Abstraction, Reformulation and Approximation
CBR for state value function approximation in reinforcement learning
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Evolving small-board Go players using coevolutionary temporal difference learning with archives
International Journal of Applied Mathematics and Computer Science
A reinforcement learning approach for host-based intrusion detection using sequences of system calls
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
On-Line reinforcement learning using cascade constructive neural networks
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Error bounds in reinforcement learning policy evaluation
AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
Some adaptive advantages of the ability to make predictions
SAB'06 Proceedings of the 9th international conference on From Animals to Animats: simulation of Adaptive Behavior
Stabilising hebbian learning with a third factor in a food retrieval task
SAB'06 Proceedings of the 9th international conference on From Animals to Animats: simulation of Adaptive Behavior
Time does not always buy quality in co-evolutionary learning
SETN'10 Proceedings of the 6th Hellenic conference on Artificial Intelligence: theories, models and applications
Journal of Cognitive Neuroscience
Q-Learning and Enhanced Policy Iteration in Discounted Dynamic Programming
Mathematics of Operations Research
Reinforcement learning algorithm with CTRNN in continuous action space
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Adaptive fraud detection using benford's law
AI'06 Proceedings of the 19th international conference on Advances in Artificial Intelligence: Canadian Society for Computational Studies of Intelligence
Improvement of air handling unit control performance using reinforcement learning
PKAW'06 Proceedings of the 9th Pacific Rim Knowledge Acquisition international conference on Advances in Knowledge Acquisition and Management
Enhanced temporal difference learning using compiled eligibility traces
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development
Actor-Critic algorithm based on incremental least-squares temporal difference with eligibility trace
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Homeokinetic reinforcement learning
PSL'11 Proceedings of the First IAPR TC3 conference on Partially Supervised Learning
Multi-agent reinforcement learning for simulating pedestrian navigation
ALA'11 Proceedings of the 11th international conference on Adaptive and Learning Agents
Stochastic enforced hill-climbing
Journal of Artificial Intelligence Research
Brief paper: Average cost temporal-difference learning
Automatica (Journal of IFAC)
HIS'12 Proceedings of the First international conference on Health Information Science
The successor representation and temporal context
Neural Computation
A comparison of adaptive critic and chemotaxis methods in adaptive control
Mathematical and Computer Modelling: An International Journal
Mathematical and Computer Modelling: An International Journal
Engineering Applications of Artificial Intelligence
Q-error as a selection mechanism in modular reinforcement-learning systems
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Value-function reinforcement learning in Markov games
Cognitive Systems Research
R(λ) imitation learning for automatic generation control of interconnected power grids
Automatica (Journal of IFAC)
Approximate stochastic annealing for online control of infinite horizon Markov decision processes
Automatica (Journal of IFAC)
An online kernel-based clustering approach for value function approximation
SETN'12 Proceedings of the 7th Hellenic conference on Artificial Intelligence: theories and applications
Reinforcement Learning with Approximation Spaces
Fundamenta Informaticae
Function optimisation by learning automata
Information Sciences: an International Journal
Engineering Applications of Artificial Intelligence
Autonomous shaping via coevolutionary selection of training experience
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Reinforcement learning with n-tuples on the game connect-4
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Enhancing learning capabilities by XCS with best action mapping
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Multi-agent task division learning in hide-and-seek games
AIMSA'12 Proceedings of the 15th international conference on Artificial Intelligence: methodology, systems, and applications
Proceedings of the Winter Simulation Conference
Identifying effective policies in approximate dynamic programming: beyond regression
Proceedings of the Winter Simulation Conference
An Actor-Critic based controller for glucose regulation in type 1 diabetes
Computer Methods and Programs in Biomedicine
Abstraction in Model Based Partially Observable Reinforcement Learning Using Extended Sequence Trees
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
An efficient L2-norm regularized least-squares temporal difference learning algorithm
Knowledge-Based Systems
Learning time series patterns by genetic programming
ACSC '12 Proceedings of the Thirty-fifth Australasian Computer Science Conference - Volume 122
Building a social multi-agent system simulation management toolbox
Proceedings of the 6th Balkan Conference in Informatics
International Journal of Data Analysis Techniques and Strategies
A novel reinforcement learning architecture for continuous state and action spaces
Advances in Artificial Intelligence
Backward Q-learning: The combination of Sarsa algorithm and Q-learning
Engineering Applications of Artificial Intelligence
Efficient learning in linearly solvable MDP models
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Reinforcement learning algorithms with function approximation: Recent advances and applications
Information Sciences: an International Journal
Learning potential functions and their representations for multi-task reinforcement learning
Autonomous Agents and Multi-Agent Systems
Journal of Intelligent and Robotic Systems
A survey of multi-objective sequential decision-making
Journal of Artificial Intelligence Research
Multi-timescale nexting in a reinforcement learning robot
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
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This article introduces a class of incremental learning procedures specialized for prediction – that is, for using past experience with an incompletely known system to predict its future behavior. Whereas conventional prediction-learning methods assign credit by means of the difference between predicted and actual outcomes, the new methods assign credit by means of the difference between temporally successive predictions. Although such temporal-difference methods have been used in Samuel's checker player, Holland's bucket brigade, and the author's Adaptive Heuristic Critic, they have remained poorly understood. Here we prove their convergence and optimality for special cases and relate them to supervised-learning methods. For most real-world prediction problems, temporal-difference methods require less memory and less peak computation than conventional methods and they produce more accurate predictions. We argue that most problems to which supervised learning is currently applied are really prediction problems of the sort to which temporal-difference methods can be applied to advantage.