Induction: processes of inference, learning, and discovery
Induction: processes of inference, learning, and discovery
Concerning the emergence of tag-mediated lookahead in classifier systems
CNLS '89 Proceedings of the ninth annual international conference of the Center for Nonlinear Studies on Self-organizing, Collective, and Cooperative Phenomena in Natural and Artificial Computing Networks on Emergent computation
Probability Matching, the Magnitude of Reinforcement, and Classifier System Bidding
Machine Learning - Special issue on genetic algorithms
Letter Recognition Using Holland-Style Adaptive Classifiers
Machine Learning
Made-up minds: a constructivist approach to artificial intelligence
Made-up minds: a constructivist approach to artificial intelligence
Proceedings of the first international conference on simulation of adaptive behavior on From animals to animats
Reinforcement learning architectures for animats
Proceedings of the first international conference on simulation of adaptive behavior on From animals to animats
Lookahead planning and latent learning in a classifier system
Proceedings of the first international conference on simulation of adaptive behavior on From animals to animats
Default hierarchy formation and memory exploitation in learning classifier systems
Default hierarchy formation and memory exploitation in learning classifier systems
Automatic programming of behavior-based robots using reinforcement learning
Artificial Intelligence
Genetic programming (videotape): the movie
Genetic programming (videotape): the movie
Technical Note: \cal Q-Learning
Machine Learning
Reinforcement learning for robots using neural networks
Reinforcement learning for robots using neural networks
A comparison of Q-learning and classifier systems
SAB94 Proceedings of the third international conference on Simulation of adaptive behavior : from animals to animats 3: from animals to animats 3
Learning Sequential Decision Rules Using Simulation Models and Competition
Machine Learning - Special issue on genetic algorithms
Classifier Systems and the Animat Problem
Machine Learning
A Tale of Two Classifier Systems
Machine Learning
Knowledge Growth in an Artificial Animal
Proceedings of the 1st International Conference on Genetic Algorithms
Triggered Rule Discovery in Classifier Systems
Proceedings of the 3rd International Conference on Genetic Algorithms
A Critical Review of Classifier Systems
Proceedings of the 3rd International Conference on Genetic Algorithms
A New Approach to Fuzzy Classifier Systems
Proceedings of the 5th International Conference on Genetic Algorithms
Dynamic Planning for Classifier Systems
Proceedings of the 5th International Conference on Genetic Algorithms
Credit Assignment for Pole Balancing with Learning Classifier Systems
Proceedings of the 5th International Conference on Genetic Algorithms
Intelligent behavior as an adaptation to the task environment
Intelligent behavior as an adaptation to the task environment
Zcs: A zeroth level classifier system
Evolutionary Computation
Implicit niching in a learning classifier system: Nature's way
Evolutionary Computation
Hierarchical credit allocation in a classifier system
IJCAI'87 Proceedings of the 10th international joint conference on Artificial intelligence - Volume 1
Toward a Model of Intelligence as an Economy of Agents
Machine Learning
Discovering novel fighter combat maneuvers: simulating test pilot creativity
Creative evolutionary systems
Learning classifier systems: a complete introduction, review, and roadmap
Journal of Artificial Evolution and Applications
Symbiogenesis in learning clasifier systems
Artificial Life
Classifiers that approximate functions
Natural Computing: an international journal
The anticipatory classifier system and genetic generalization
Natural Computing: an international journal
Evolutionary Computation
Self-Adaptive Mutation in ZCS Controllers
Real-World Applications of Evolutionary Computing, EvoWorkshops 2000: EvoIASP, EvoSCONDI, EvoTel, EvoSTIM, EvoROB, and EvoFlight
Investigating Generalization in the Anticipatory Classifier System
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
Consideration of Multiple Objectives in Neural Learning Classifier Systems
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Initial Modifications to XCS for Use in Interactive Evolutionary Design
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Being Reactive by Exchanging Roles: An Empirical Study
Balancing Reactivity and Social Deliberation in Multi-Agent Systems, From RoboCup to Real-World Applications (selected papers from the ECAI 2000 Workshop and additional contributions)
What Is a Learning Classifier System?
Learning Classifier Systems, From Foundations to Applications
Strength or Accuracy? Fitness Calculation in Learning Classifier Systems
Learning Classifier Systems, From Foundations to Applications
Learning Classifier Systems, From Foundations to Applications
State of XCS Classifier System Research
Learning Classifier Systems, From Foundations to Applications
An Introduction to Learning Fuzzy Classifier Systems
Learning Classifier Systems, From Foundations to Applications
The Fighter Aircraft LCS: A Case of Different LCS Goals and Techniques
Learning Classifier Systems, From Foundations to Applications
A Learning Classifier Systems Bibliography
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
Get Real! XCS with Continuous-Valued Inputs
Learning Classifier Systems, From Foundations to Applications
Learning Classifier Systems, From Foundations to Applications
Simple Markov Models of the Genetic Algorithm in Classifier Systems: Accuracy-Based Fitness
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
A Self-Adaptive Classifier System
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
Learning Classifier Systems Meet Multiagent Environments
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
Simple Markov Models of the Genetic Algorithm in Classifier Systems: Multi-step Tasks
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
An Algorithmic Description of XCS
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
Using Classifier Systems as Adaptive Expert Systems for Control
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
What Makes a Problem Hard for XCS?
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
A Bigger Learning Classifier Systems Bibliography
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
Probability-Enhanced Predictions in the Anticipatory Classifier System
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
YACS: Combining Dynamic Programming with Generalization in Classifier Systems
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
Biasing Exploration in an Anticipatory Learning Classifier System
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
Two Views of Classifier Systems
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
A Representation for Accuracy-Based Assessment of Classifier System Prediction Performance
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
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
A Preliminary Investigation of Modified XCS as a Generic Data Mining Tool
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
A Minimal Model of Communication for a Multi-agent Classifier System
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
Sequential Decision Making Based on Direct Search
Sequence Learning - Paradigms, Algorithms, and Applications
MOLeCS: Using Multiobjective Evolutionary Algorithms for Learning
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Do We Really Need to Estimate Rule Utilities in Classifier Systems?
Learning Classifier Systems, From Foundations to Applications
XCS and GALE: A Comparative Study of Two Learning Classifier Systems on Data Mining
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
Evolution and cooperation of virtual entities with classifier systems
Proceedings of the Eurographic workshop on Computer animation and simulation
Advances in evolutionary computing
Recent trends in learning classifier systems research
Advances in evolutionary computing
Bounding the effect of noise in multiobjective learning classifier systems
Evolutionary Computation
For real! XCS with continuous-valued inputs
Evolutionary Computation
A wavelet-based neuro-fuzzy system for data mining small image sets
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
A market-based rule learning system
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
Replacing generality with coverage for improved learning classifier systems
Design and application of hybrid intelligent systems
Use of learning classifier system for inferring natural language grammar
Design and application of hybrid intelligent systems
Using Adaptive Multi-Agent Systems to Simulate Economic Models
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1
Optimizing Sorting with Genetic Algorithms
Proceedings of the international symposium on Code generation and optimization
Strong, Stable, and Reliable Fitness Pressure in XCS due to Tournament Selection
Genetic Programming and Evolvable Machines
Proceedings of the 2nd conference on Computing frontiers
Hyper-heuristics and classifier systems for solving 2D-regular cutting stock problems
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Extracted global structure makes local building block processing effective in XCS
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A first order logic classifier system
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Extending XCSF beyond linear approximation
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Kernel-based, ellipsoidal conditions in the real-valued XCS classifier system
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Analysis of the initialization stage of a Pittsburgh approach learning classifier system
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
XCS with computed prediction in multistep environments
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
DXCS: an XCS system for distributed data mining
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
The compact classifier system: motivation, analysis, and first results
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A hybrid genetic-neural architecture for stock indexes forecasting
Information Sciences: an International Journal - Special issue: Computational intelligence in economics and finance
The class imbalance problem in learning classifier systems: a preliminary study
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Post-processing clustering to reduce XCS variability
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Binary rule encoding schemes: a study using the compact classifier system
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Learning classifier system equivalent with reinforcement learning with function approximation
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Counter example for Q-bucket-brigade under prediction problem
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Intelligent exploration method for XCS
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
An autonomous explore/exploit strategy
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Exploring XCS in multiagent environments
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
RCS: a learning classifier system for evolutionary robotics
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Exploring relationships between genotype and oral cancer development through XCS
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Local Reinforcement and Recombination in Classifier Systems
Evolutionary Computation
Toward Optimal Classifier System Performance in Non-Markov Environments
Evolutionary Computation
Rule Fitness and Pathology in Learning Classifier Systems
Evolutionary Computation
A Study of Structural and Parametric Learning in XCS
Evolutionary Computation
Coordination number prediction using learning classifier systems: performance and interpretability
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Smart crossover operator with multiple parents for a Pittsburgh learning classifier system
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Studying XCS/BOA learning in Boolean functions: structure encoding and random Boolean functions
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Hyper-ellipsoidal conditions in XCS: rotation, linear approximation, and solution structure
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Using convex hulls to represent classifier conditions
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Standard and averaging reinforcement learning in XCS
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Fast rule matching for learning classifier systems via vector instructions
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Multi-step environment learning classifier systems applied to hyper-heuristics
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A representational ecology for learning classifier systems
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A Bayesian approach to learning classifier systems in uncertain environments
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Bounding XCS's parameters for unbalanced datasets
Proceedings of the 8th annual conference on Genetic and evolutionary computation
FTXI: fault tolerance XCS in integer
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Reward allotment in an event-driven hybrid learning classifier system for online soccer games
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A probabilistic classifier system and its application in data mining
Evolutionary Computation
Evolving classifiers on field programmable gate arrays: migrating XCS to FPGAs
Journal of Systems Architecture: the EUROMICRO Journal - Special issue: Nature-inspired applications and systems
Automated global structure extraction for effective local building block processing in XCS
Evolutionary Computation
User-context for adaptive user interfaces
Proceedings of the 12th international conference on Intelligent user interfaces
Genetic Programming and Evolvable Machines
Optimizing combustion efficiency of a circulating fluidized boiler: A data mining approach
International Journal of Knowledge-based and Intelligent Engineering Systems - Selected papers from the KES2004 conference
Robust automatic target recognition using learning classifier systems
Information Fusion
Generalization in the XCSF Classifier System: Analysis, Improvement, and Extension
Evolutionary Computation
A principled foundation for LCS
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
On lookahead and latent learning in simple LCS
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Toward a better understanding of rule initialisation and deletion
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
An approach to analyze the evolution of symbolic conditions in learning classifier systems
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Collective behavior based hierarchical XCS
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Portfolio allocation using XCS experts in technical analysis, market conditions and options market
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Investigating scaling of an abstracted LCS utilising ternary and s-expression alphabets
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Initial results from the use of learning classifier systems to control in vitro neuronal networks
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Pareto-coevolutionary genetic programming for problem decomposition in multi-class classification
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Mixing independent classifiers
Proceedings of the 9th annual conference on Genetic and evolutionary computation
UCSpv: principled voting in UCS rule populations
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Do not match, inherit: fitness surrogates for genetics-based machine learning techniques
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Support vector regression for classifier prediction
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Empirical analysis of generalization and learning in XCS with gradient descent
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Classifier systems that compute action mappings
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Modeling XCS in class imbalances: population size and parameter settings
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Modeling selection pressure in XCS for proportionate and tournament selection
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
XCSF with computed continuous action
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Introducing fault tolerance to XCS
Proceedings of the 9th annual conference on Genetic and evolutionary computation
XCS for adaptive user-interfaces
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Mining breast cancer data with XCS
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
MASSP3: a system for predicting protein secondary structure
EURASIP Journal on Applied Signal Processing
Evolving neurocomputing systems for horticulture applications
Applied Soft Computing
Prototype induction and attribute selection via evolutionary algorithms
Intelligent Data Analysis
Biologically-inspired Complex Adaptive Systems approaches to Network Intrusion Detection
Information Security Tech. Report
An analysis of generalization in the xcs classifier system
Evolutionary Computation
Neural-Based Learning Classifier Systems
IEEE Transactions on Knowledge and Data Engineering
Data mining with a simulated annealing based fuzzy classification system
Pattern Recognition
Data mining with a simulated annealing based fuzzy classification system
Pattern Recognition
New approach for extracting knowledge from the XCS learning classifier system
International Journal of Hybrid Intelligent Systems
Simulating sensory perception in 3D game characters
IE '07 Proceedings of the 4th Australasian conference on Interactive entertainment
Short communication: Mining knowledge from data using Anticipatory Classifier System
Knowledge-Based Systems
On the effects of node duplication and connection-oriented constructivism in neural XCSF
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Recursive least squares and quadratic prediction in continuous multistep problems
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Supply chain management sales using XCSR
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Adapted Pittsburgh classifier system: building accurate strategies in non markovian environments
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Evolving prediction weights using evolution strategy
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
First approach toward on-line evolution of association rules with learning classifier systems
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Managing team-based problem solving with symbiotic bid-based genetic programming
Proceedings of the 10th annual conference on Genetic and evolutionary computation
An analysis of matching in learning classifier systems
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Context-dependent predictions and cognitive arm control with XCSF
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Self-adaptive mutation in XCSF
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Self-adaptive constructivism in Neural XCS and XCSF
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Hierarchical evolution of linear regressors
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Learning classifier system ensemble and compact rule set
Connection Science - Evolutionary Learning and Optimisation
Coevolutionary bid-based genetic programming for problem decomposition in classification
Genetic Programming and Evolvable Machines
Grammar-Based Classifier System for Recognition of Promoter Regions
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
RoboCup 2006: Robot Soccer World Cup X
Anticipatory Behavior in Adaptive Learning Systems
An Adaptive Michigan Approach PSO for Nearest Prototype Classification
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
Organic Control of Traffic Lights
ATC '08 Proceedings of the 5th international conference on Autonomic and Trusted Computing
A Framework for Adaptive and Integrated Classification
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
QFCS: A Fuzzy LCS in Continuous Multi-step Environments with Continuous Vector Actions
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
MATES '08 Proceedings of the 6th German conference on Multiagent System Technologies
A Dual-Mode Learning Mechanism Combining Knowledge-Education and Machine-Learning
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Design of Experiments in Computational Intelligence: On the Use of Statistical Inference
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
A comparison between ATNoSFERES and Learning Classifier Systems on non-Markov problems
Information Sciences: an International Journal
Learning Classifier Systems: Looking Back and Glimpsing Ahead
Learning Classifier Systems
Investigating Scaling of an Abstracted LCS Utilising Ternary and S-Expression Alphabets
Learning Classifier Systems
A Principled Foundation for LCS
Learning Classifier Systems
Revisiting UCS: Description, Fitness Sharing, and Comparison with XCS
Learning Classifier Systems
Analysis and Improvements of the Classifier Error Estimate in XCSF
Learning Classifier Systems
A Learning Classifier System with Mutual-Information-Based Fitness
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
Linkage Learning, Rule Representation, and the Χ-Ary Extended Compact Classifier System
Learning Classifier Systems
Classifier Conditions Using Gene Expression Programming
Learning Classifier Systems
Evolving Classifiers Ensembles with Heterogeneous Predictors
Learning Classifier Systems
Substructural Surrogates for Learning Decomposable Classification Problems
Learning Classifier Systems
Analysing Learning Classifier Systems in Reactive and Non-reactive Robotic Tasks
Learning Classifier Systems
Clustering with XCS on Complex Structure Dataset
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Grammar-based classifier system: a universal tool for grammatical inference
WSEAS Transactions on Computers
Towards a Self-Organising Mechanism for Learning Adaptive Decision-Making Rules
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Towards Adapting XCS for Imbalance Problems
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
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
Improving XCS Performance by Distribution
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
A learning classifier system for mazes with aliasing clones
Natural Computing: an international journal
Introduction to the special issue on learning classifier systems
Natural Computing: an international journal
Intrusion detection with evolutionary learning classifier systems
Natural Computing: an international journal
Imitation guided learning in learning classifier systems
Natural Computing: an international journal
Observer-invariant histopathology using genetics-based machine learning
Natural Computing: an international journal
Learning Mazes with Aliasing States: An LCS Algorithm with Associative Perception
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
On Dynamical Genetic Programming: Random Boolean Networks in Learning Classifier Systems
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
A hybrid approach to design efficient learning classifiers
Computers & Mathematics with Applications
Analysis and improvement of the genetic discovery component of XCS
International Journal of Hybrid Intelligent Systems - Data Mining and Hybrid Intelligent Systems
Organic traffic light control for urban road networks
International Journal of Autonomous and Adaptive Communications Systems
Two Issues for an Ambient Reminding System: Context-Awareness and User Feedback
Proceedings of the 2007 conference on Advances in Ambient Intelligence
Proceedings of the 2008 conference on Artificial Intelligence Research and Development: Proceedings of the 11th International Conference of the Catalan Association for Artificial Intelligence
An Agent-Based Simulation Model for Analysis on Marketing Strategy Considering Promotion Activities
KES-AMSTA '09 Proceedings of the Third KES International Symposium on Agent and Multi-Agent Systems: Technologies and Applications
Learning sensorimotor control structures with XCSF: redundancy exploitation and dynamic control
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
A population-based approach to finding the matchset of a learning classifier system efficiently
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
New entropy model for extraction of structural information from XCS population
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Discrete dynamical genetic programming in XCS
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Self-organizing economic activity with costly information
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
On the appropriateness of evolutionary rule learning algorithms for malware detection
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
An XCS approach to forecasting financial time series
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Anticipatory Learning Classifier Systems and Factored Reinforcement Learning
Anticipatory Behavior in Adaptive Learning Systems
Towards an Organic Network Control System
ATC '09 Proceedings of the 6th International Conference on Autonomic and Trusted Computing
Grammatical inference with grammar-based classifier system
ICS'08 Proceedings of the 12th WSEAS international conference on Systems
Classifier system renaissance: new analogies, new directions
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Natural niching for evolving cooperative classifiers
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Evolving optimal inspectable strategies for spoken dialogue systems
NAACL-Short '06 Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers
Journal of Artificial Intelligence Research
Reinforcement learning: a survey
Journal of Artificial Intelligence Research
Performance and efficiency of memetic pittsburgh learning classifier systems
Evolutionary Computation
Learning classifier systems: a complete introduction, review, and roadmap
Journal of Artificial Evolution and Applications
Fuzzy-UCS: a Michigan-style learning fuzzy-classifier system for supervised learning
IEEE Transactions on Evolutionary Computation
AMPSO: a new particle swarm method for nearest neighborhood classification
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A self-organized, distributed, and adaptive rule-based induction system
IEEE Transactions on Neural Networks
Application of a computer science analysis to a Non Hodgkin Lymphomas patients' dataset
Proceedings of the 2009 conference on Computational Intelligence and Bioengineering: Essays in Memory of Antonina Starita
Agent Smith: towards an evolutionary rule-based agent for interactive dynamic games
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A hierarchical conflict resolution method for multi-agent path planning
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
RAMP: a rule-based agent for Ms. Pac-Man
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Feedback of Delayed Rewards in XCS for Environments with Aliasing States
ACAL '09 Proceedings of the 4th Australian Conference on Artificial Life: Borrowing from Biology
CoXCS: A Coevolutionary Learning Classifier Based on Feature Space Partitioning
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Information Sciences: an International Journal
Development of social adaptive agents in simulation game of cross-cultural experience
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Facetwise analysis of XCS for problems with class imbalances
IEEE Transactions on Evolutionary Computation
Real-Valued GCS Classifier System
International Journal of Applied Mathematics and Computer Science
JavaXCSF: the XCSF learning classifier system in Java
ACM SIGEVOlution
A Recursive Classifier System for Partially Observable Environments
Fundamenta Informaticae
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Mating restriction and niching pressure: results from agents and implications for general EC
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Limits in long path learning with XCS
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Bounding the population size in XCS to ensure reproductive opportunities
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Tournament selection: stable fitness pressure in XCS
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Improving performance in size-constrained extended classifier systems
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Designing efficient exploration with MACS: modules and function approximation
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Estimating classifier generalization and action's effect: a minimalist approach
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Towards building block propagation in XCS: a negative result and its implications
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Using raw accuracy to estimate classifier fitness in XCS
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Towards learning classifier systems for continuous-valued online environments
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Analyzing parameter sensitivity and classifier representations for real-valued XCS
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Backpropagation in accuracy-based neural learning classifier systems
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Binary rule encoding schemes: a study using the compact classifier system
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Post-processing clustering to decrease variability in XCS induced rulesets
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Effect of pure error-based fitness in XCS
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
A fuzzy system to control exploration rate in XCS
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Counter example for Q-bucket-brigade under prediction problem
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
An experimental comparison between ATNoSFERES and ACS
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
The class imbalance problem in UCS classifier system: a preliminary study
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Three architectures for continuous action
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Data mining in learning classifier systems: comparing XCS with GAssist
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Using XCS to describe continuous-valued problem spaces
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
The EpiXCS workbench: a tool for experimentation and visualization
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Hypothesis testing with classifier systems for rule-based risk prediction
EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
GP classifier problem decomposition using first-price and second-price auctions
EuroGP'07 Proceedings of the 10th European conference on Genetic programming
Clustering with XCS and agglomerative rule merging
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Controlling a four degree of freedom arm in 3D using the XCSF learning classifier system
KI'09 Proceedings of the 32nd annual German conference on Advances in artificial intelligence
Proceedings of the 12th annual conference on Genetic and evolutionary computation
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
Adaption of XCS to multi-learner predator/prey scenarios
Proceedings of the 12th annual conference on Genetic and evolutionary computation
How XCS deals with rarities in domains with continuous attributes
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Speeding up the evaluation of evolutionary learning systems using GPGPUs
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Learning classifier system using both labeled and unlabeled data
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Implicit fitness and heterogeneous preferences in the genetic algorithm
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Analysing bioHEL using challenging boolean functions
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
A comparative study: function approximation with LWPR and XCSF
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
XCS for personalizing desktop interfaces
IEEE Transactions on Evolutionary Computation
Evaluation of techniques for a learning-driven modeling methodology in multiagent simulation
MATES'10 Proceedings of the 8th German conference on Multiagent system technologies
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
IEEE Transactions on Evolutionary Computation
An inter-market arbitrage trading system based on extended classifier systems
Expert Systems with Applications: An International Journal
Adaptive control of sensor networks
ATC'10 Proceedings of the 7th international conference on Autonomic and trusted computing
A granular agent evolutionary algorithm for classification
Applied Soft Computing
To handle real valued input in XCS: using fuzzy hyper-trapezoidal membership in classifier condition
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
XCS revisited: a novel discovery component for the eXtended classifier system
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
CIMMACS'05 Proceedings of the 4th WSEAS international conference on Computational intelligence, man-machine systems and cybernetics
Applying autonomic principles for workload management in multi-core systems on chip
Proceedings of the 8th ACM international conference on Autonomic computing
Autonomous multi-processor-SoC optimization with distributed learning classifier systems XCS
Proceedings of the 8th ACM international conference on Autonomic computing
Fleet estimation for defence logistics using a multi-objective learning classifier system
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Towards final rule set reduction in XCS: a fuzzy representation approach
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Modularization of xcsf for multiple output dimensions
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Accuracy exponentiation in UCS and its effect on voting margins
Proceedings of the 13th annual conference on Genetic and evolutionary computation
XCS cannot learn all boolean functions
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Using evolutionary learning classifiers to do MobileSpam (SMS) filtering
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Fast prediction computation in learning classifier systems using CUDA
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Confusion matrices for improving performance of feature pattern classifier systems
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
PCA for improving the performance of XCSR in classification of high-dimensional problems
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Random artificial incorporation of noise in a learning classifier system environment
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Automatically defined functions for learning classifier systems
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
XCSF with local deletion: preventing detrimental forgetting
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Extracting adaptation strategies for e-learning programs with XCS
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Evolutionary computation approaches to the Curriculum Sequencing problem
Natural Computing: an international journal
Self-adaptation of learning rate in XCS working in noisy and dynamic environments
Computers in Human Behavior
Transparent, online image pattern classification using a learning classifier system
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Towards a mapping of modern AIS and LCS
ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
Mining data streams with concept drifts using genetic algorithm
Artificial Intelligence Review
On-line regression algorithms for learning mechanical models of robots: A survey
Robotics and Autonomous Systems
Self-adaptation of parameters in a learning classifier system ensemble machine
International Journal of Applied Mathematics and Computer Science - Computational Intelligence in Modern Control Systems
A genetic algorithm-based rule extraction system
Applied Soft Computing
International Journal of Bio-Inspired Computation
My brain is full: when more memory helps
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Optimizing matrix multiplication with a classifier learning system
LCPC'05 Proceedings of the 18th international conference on Languages and Compilers for Parallel Computing
An adaptive approach for the exploration-exploitation dilemma for learning agents
CEEMAS'05 Proceedings of the 4th international Central and Eastern European conference on Multi-Agent Systems and Applications
Learning classifier systems and behavioural animation of virtual characters
IVA'06 Proceedings of the 6th international conference on Intelligent Virtual Agents
A pattern based evolutionary approach to prediction computation in XCSF
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Ensemble learning classifier system and compact ruleset
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
The role of early stopping and population size in XCS for intrusion detection
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Learning cooperation from classifier systems
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Can evolutionary computation handle large datasets? a study into network intrusion detection
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
An evolutionary function approximation approach to compute prediction in XCSF
ECML'05 Proceedings of the 16th European conference on Machine Learning
An observer/controller architecture for adaptive reconfigurable stacks
ARCS'05 Proceedings of the 18th international conference on Architecture of Computing Systems conference on Systems Aspects in Organic and Pervasive Computing
Adaptive XCSM for perceptual aliasing problems
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
A multi-agent system for protein secondary structure prediction
Transactions on Computational Systems Biology III
Playing a toy-grammar with GCS
IWINAC'05 Proceedings of the First international work-conference on the Interplay Between Natural and Artificial Computation conference on Artificial Intelligence and Knowledge Engineering Applications: a bioinspired approach - Volume Part II
The design and implementation of SAMIR
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Applying two-stage XCS model on global overnight effect for local stock prediction
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Rule discovery in epidemiologic surveillance data using EpiXCS: an evolutionary computation approach
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
Resource management and scalability of the XCSF learning classifier system
Theoretical Computer Science
Generating inspiration for agent design by reinforcement learning
Information and Software Technology
Effect of moving averages in the tickwise tradings in the stock market
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Autonomic workload management for multi-core processor systems
ARCS'10 Proceedings of the 23rd international conference on Architecture of Computing Systems
Anticipative emergence in environment virtual
IICS'04 Proceedings of the 4th international conference on Innovative Internet Community Systems
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
Guided rule discovery in XCS for high-dimensional classification problems
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
Information Sciences: an International Journal
reCORE --- a coevolutionary algorithm for rule extraction
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
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
Learning local linear Jacobians for flexible and adaptive robot arm control
Genetic Programming and Evolvable Machines
XCS-based versus UCS-based feature pattern classification system
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Post-processing operators for decision lists
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Extracting and using building blocks of knowledge in learning classifier systems
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Filtering sensory information with XCSF: improving learning robustness and control performance
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
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Generic prognosis with evolutionary approaches
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
A Recursive Classifier System for Partially Observable Environments
Fundamenta Informaticae
A New Architecture for Learning Classifier Systems to Solve POMDP Problems
Fundamenta Informaticae
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
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Engineering Applications of Artificial Intelligence
Learning classifier system with average reward reinforcement learning
Knowledge-Based Systems
A novel classification learning framework based on estimation of distribution algorithms
International Journal of Computing Science and Mathematics
Simulation Analysis for Choice of Binary Lotteries
Computational Economics
XCSR with computed continuous action
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
XCS with adaptive action mapping
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Multi objective learning classifier systems based hyperheuristics for modularised fleet mix problem
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Self-adaptation for mobile robot algorithms using organic computing principles
ARCS'13 Proceedings of the 26th international conference on Architecture of Computing Systems
Initial Public Offering (IPO) Pricing Using a Multi-agent System
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
Knowledge acquisition based on learning of maximal structure fuzzy rules
Knowledge-Based Systems
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Self organizing classifiers and niched fitness
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Selection strategy for XCS with adaptive action mapping
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Analysis of the niche genetic algorithm in learning classifier systems
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
Adaptive artificial datasets through learning classifier systems for classification tasks
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Comparison of two methods for computing action values in XCS with code-fragment actions
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
A simple multi-core parallelization strategy for learning classifier system evaluation
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
The subsumption mechanism for XCS using code fragmented conditions
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
An examination of evolved behavior in two reinforcement learning systems
Decision Support Systems
Improving the performance of the BioHEL learning classifier system
Expert Systems with Applications: An International Journal
Engineering Applications of Artificial Intelligence
Dynamical genetic programming in xcsf
Evolutionary Computation
A new hybrid metaheuristic for medical data classification
International Journal of Metaheuristics
Biased trader model and analysis of financial market dynamics
International Journal of Knowledge-based and Intelligent Engineering Systems
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In many classifier systems, the classifier strength parameter serves as a predictor of future payoff and as the classifier's fitness for the genetic algorithm. We investigate a classifier system, XCS, in which each classifier maintains a prediction of expected payoff, but the classifier's fitness is given by a measure of the prediction's accuracy. The system executes the genetic algorithm in niches defined by the match sets, instead of panmictically. These aspects of XCS result in its population tending to form a complete and accurate mapping X × A → P from inputs and actions to payoff predictions. Further, XCS tends to evolve classifiers that are maximally general, subject to an accuracy criterion. Besides introducing a new direction for classifier system research, these properties of XCS make it suitable for a wide range of reinforcement learning situations where generalization over states is desirable.