Evolving TSK Fuzzy Rules For Classification
Tasks By Genetic Algorithms
Author(s)
Rogerio P. Espmdola & Nelson F.F. Ebecken
Abstract
This paper presents a method for classification based on a genetic algorithm to
evolve a Takagi-Sugeno-Kang fuzzy rule bases. It is shown how a fuzzy rule base
is generated from a numerical database and how its best subset is found by the
genetic algorithm. The method not only produces rule base subsets with very
good performance but also reveals itself as a feature selector. Analyses are
realized on the results obtained from several classification problems approached
by the method and by a decision tree based algorithm.
1 Introduction
Classification is one of the most important tasks of Machine Learning. Basically,
it aims to associate pre-defined classes to new elements. Several Machine
Learning paradigms have been applied to this problem like artificial neural
networks, decision trees and production rul
Keywords
Related Book
Other papers in this volume
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