Robot Shaping: An Experiment in Behavior Engineering
Robot Shaping: An Experiment in Behavior Engineering
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Learning Classifier Systems, From Foundations to Applications
Learning Classifier Systems, From Foundations to Applications
Get Real! XCS with Continuous-Valued Inputs
Learning Classifier Systems, From Foundations to Applications
Toward Optimal Classifier System Performance in Non-Markov Environments
Evolutionary Computation
Classifier fitness based on accuracy
Evolutionary Computation
An analysis of generalization in the xcs classifier system
Evolutionary Computation
Classifiers that approximate functions
Natural Computing: an international journal
Initial Modifications to XCS for Use in Interactive Evolutionary Design
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Two Views of Classifier Systems
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
An Incremental Multiplexer Problem and Its Uses in Classifier System Research
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
Revisiting UCS: Description, Fitness Sharing, and Comparison with XCS
Learning Classifier Systems
On Lookahead and Latent Learning in Simple LCS
Learning Classifier Systems
A Learning Classifier System Approach to Relational Reinforcement Learning
Learning Classifier Systems
Classifier Conditions Using Gene Expression Programming
Learning Classifier Systems
Evolving Classifiers Ensembles with Heterogeneous Predictors
Learning Classifier Systems
Analysing Learning Classifier Systems in Reactive and Non-reactive Robotic Tasks
Learning Classifier Systems
Using Self-Organizing Maps with Learning Classifier System for Intrusion Detection
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
CoXCS: A Coevolutionary Learning Classifier Based on Feature Space Partitioning
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
A first assessment of the use of extended relational alphabets in accuracy classifier systems
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Speedup character-based matching in learning classifier systems with Xor
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Autonomous multi-processor-SoC optimization with distributed learning classifier systems XCS
Proceedings of the 8th ACM international conference on Autonomic computing
Accuracy exponentiation in UCS and its effect on voting margins
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Optimizing matrix multiplication with a classifier learning system
LCPC'05 Proceedings of the 18th international conference on Languages and Compilers for Parallel Computing
Adaptive XCSM for perceptual aliasing problems
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
Guided rule discovery in XCS for high-dimensional classification problems
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
Extracting and using building blocks of knowledge in learning classifier systems
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Two-cornered learning classifier systems for pattern generation and classification
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Engineering Applications of Artificial Intelligence
Learning classifier system with average reward reinforcement learning
Knowledge-Based Systems
Self organizing classifiers and niched fitness
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Adding memory condition to learning classifier systems to solve partially observable environments
International Journal of Computer Applications in Technology
An examination of evolved behavior in two reinforcement learning systems
Decision Support Systems
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A concise description of the XCS classifier system's parameters, structures, and algorithms is presented as an aid to research. The algorithms are written in modularly structured pseudo code with accompanying explanations.