Neurocomputing: foundations of research
Machine Learning
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Learning Classifier Systems, From Foundations to Applications
Learning Classifier Systems, From Foundations to Applications
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
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
Toward Optimal Classifier System Performance in Non-Markov Environments
Evolutionary Computation
Classifier fitness based on accuracy
Evolutionary Computation
Learning classifier systems: a complete introduction, review, and roadmap
Journal of Artificial Evolution and Applications
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
XCS with computed prediction in multistep environments
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Adaptive value function approximations in classifier systems
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Improving generalization in the XCSF classifier system using linear least-squares
GECCO '05 Proceedings of the 7th annual workshop 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
Classifier prediction based on tile coding
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Prediction update algorithms for XCSF: RLS, Kalman filter, and gain adaptation
Proceedings of the 8th annual conference on Genetic and evolutionary computation
An anticipatory approach to improve XCSF
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A probabilistic classifier system and its application in data mining
Evolutionary Computation
Generalization in the XCSF Classifier System: Analysis, Improvement, and Extension
Evolutionary Computation
Support vector regression for classifier prediction
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
XCSF with computed continuous action
Proceedings of the 9th annual conference 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
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
Evolving neural networks for fractured domains
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 Systems: Looking Back and Glimpsing Ahead
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
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
Learning sensorimotor control structures with XCSF: redundancy exploitation and dynamic control
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
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Learning classifier systems: a complete introduction, review, and roadmap
Journal of Artificial Evolution and Applications
JavaXCSF: the XCSF learning classifier system in Java
ACM SIGEVOlution
Designing efficient exploration with MACS: modules and function approximation
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Voronoi diagrams based function identification
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Adaptive value function approximations in classifier systems
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
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
A comparative study: function approximation with LWPR and XCSF
Proceedings of the 12th annual conference companion 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
Fuzzy dynamical genetic programming in XCSF
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
On-line regression algorithms for learning mechanical models of robots: A survey
Robotics and Autonomous Systems
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
An evolutionary function approximation approach to compute prediction in XCSF
ECML'05 Proceedings of the 16th European conference on Machine Learning
Resource management and scalability of the XCSF learning classifier system
Theoretical Computer Science
Learning local linear Jacobians for flexible and adaptive robot arm control
Genetic Programming and Evolvable Machines
Filtering sensory information with XCSF: improving learning robustness and control performance
Proceedings of the 14th annual conference on Genetic and evolutionary computation
XCSF for prediction on emotion induced by image based on dimensional theory of emotion
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
XCSR with computed continuous action
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
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
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
Engineering Applications of Artificial Intelligence
Dynamical genetic programming in xcsf
Evolutionary Computation
| Hi-index | 0.00 |
A classifier system, XCSF, is introduced in which the predictionestimation mechanism is used to learn approximations to functions.The addition of weight vectors to the classifiers allowspiecewise-linear approximation, where the classifier'sprediction is calculated instead of being a fixed scalar. The weight vector and the classifier's condition co-adapt.Results on functions of up to six dimensions show high accuracy. The idea of calculating the prediction leads to the concept ofa generalized classifier in which the payoff prediction approximatesthe environmental payoff function over a subspace defined bythe classifier condition and an action restriction specified in theclassifier, permitting continuous-valued actions.