Learning classifier system

Known as: Classifier system, LCS 
Learning classifier systems, or LCS, are a paradigm of rule-based machine learning methods that combine a discovery component (e.g. typically a… (More)
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Artificial immune systemArtificial intelligenceArtificial neural networkAssociation rule learning
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Papers overview

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2010
2010
Self-Adaptive Learning Classifier System
This article introduces a new kind of self-adaptation in discovery mechanism of learning classi ̄er system XCS. Unlike the… (More)
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Highly Cited
2008
Highly Cited
2008
Neural-Based Learning Classifier Systems
UCS is a supervised learning classifier system that was introduced in 2003 for classification in data mining tasks. The… (More)
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Highly Cited
2003
Highly Cited
2003
Accuracy-Based Learning Classifier Systems: Models, Analysis and Applications to Classification Tasks
Recently, Learning Classifier Systems (LCS) and particularly XCS have arisen as promising methods for classification tasks and… (More)
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2002
2002
CONNECTIONIST LEARNING CLASSIFIER SYSTEM
Impetuous development of artificial neural networks makes it possible to transfer many ideas from this area into adjacent areas… (More)
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Highly Cited
2000
Highly Cited
2000
Learning Classifier Systems, From Foundations to Applications
Interestingly, learning classifier systems from foundations to applications that you really wait for now is coming. It's… (More)
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2000
2000
Learning Classifier Systems
We asked “What is a Learning Classifier System” to some of the best-known researchers in the field. These are their answers. 
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Highly Cited
1998
Highly Cited
1998
Generalization in the XCS Classifier System
10 Generalization in the XCS Classifier System evaluation involved testing the program on all 64 inputs from the 6-multiplexer… (More)
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Highly Cited
1994
Highly Cited
1994
Implicit Niching in a Learning Classifier System: Nature's Way
We approach the difficult task of analyzing the complex behavior of even the simplest learning classifier system (LCS) by… (More)
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Highly Cited
1994
Highly Cited
1994
ZCS: A Zeroth Level Classifier System
A basic classifier system, ZCS, is presented that keeps much of Holland's original framework but simplifies it to increase… (More)
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Highly Cited
1994
Highly Cited
1994
Decision Combination in Multiple Classifier Systems
A multiple classifier system is a powerful solution to difficult pattern recognition problems involving large class sets and… (More)
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