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- Learning_classifier_system abstract "A learning classifier system, or LCS, is a machine learning system with close links to reinforcement learning and genetic algorithms. First described by John Holland, his LCS consisted of a population of binary rules on which a genetic algorithm altered and selected the best rules.Rule fitness was based on a reinforcement learning technique.Learning classifier systems can be split into two types depending upon where the genetic algorithm acts. A Pittsburgh-type LCS has a population of separate rule sets, where the genetic algorithm recombines and reproduces the best of these rule sets. In a Michigan-style LCS there is only a single set of rules in a population and the algorithm's action focuses on selecting the best classifiers within that set. Michigan-style LCSs have two main types of fitness definitions, strength-based (e.g. ZCS) and accuracy-based (e.g. XCS). The term "learning classifier system" most often refersto Michigan-style LCSs.Initially the classifiers or rules were binary, but recent research has expanded this representation to include real-valued,neural network, and functional (S-expression) conditions.Learning classifier systems are not fully understood mathematically and doing so remains an area of active research.[citation needed] Despite this, they have been successfully applied in many problem domains.".
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- Learning_classifier_system wikiPageExternalLink 736398.
- Learning_classifier_system wikiPageExternalLink gbml.org.
- Learning_classifier_system wikiPageExternalLink prediction-dynamics.com.
- Learning_classifier_system wikiPageExternalLink lcsg.
- Learning_classifier_system wikiPageID "854461".
- Learning_classifier_system wikiPageRevisionID "595744246".
- Learning_classifier_system hasPhotoCollection Learning_classifier_system.
- Learning_classifier_system subject Category:Evolutionary_algorithms.
- Learning_classifier_system type Abstraction100002137.
- Learning_classifier_system type Act100030358.
- Learning_classifier_system type Activity100407535.
- Learning_classifier_system type Algorithm105847438.
- Learning_classifier_system type Event100029378.
- Learning_classifier_system type EvolutionaryAlgorithms.
- Learning_classifier_system type Procedure101023820.
- Learning_classifier_system type PsychologicalFeature100023100.
- Learning_classifier_system type Rule105846932.
- Learning_classifier_system type YagoPermanentlyLocatedEntity.
- Learning_classifier_system comment "A learning classifier system, or LCS, is a machine learning system with close links to reinforcement learning and genetic algorithms. First described by John Holland, his LCS consisted of a population of binary rules on which a genetic algorithm altered and selected the best rules.Rule fitness was based on a reinforcement learning technique.Learning classifier systems can be split into two types depending upon where the genetic algorithm acts.".
- Learning_classifier_system label "Learning Classifier System".
- Learning_classifier_system label "Learning classifier system".
- Learning_classifier_system label "Système de classeurs".
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- Learning_classifier_system isPrimaryTopicOf Learning_classifier_system.