Title | On the Use of Bagging, Mutual Information-Based Feature Selection and Multicriteria Genetic Algorithms to Design Fuzzy Rule-Based Classification Ensembles |
Publication Type | Conference Paper |
Year of Publication | 2008 |
Authors | Cordón, O., Quirin A., and Sánchez L. |
Conference Name | 2008 Eighth International Conference on Hybrid Intelligent Systems |
Pagination | 549-554 |
Date Published | Sep. |
Keywords | Bagging, classification, Classification algorithms, fuzzy rule-based classification ensembles, fuzzy set theory, Gallium, genetic algorithms, Glass, multicriteria genetic algorithms, mutual information-based feature selection, Sonar, Training, Vehicles |
Abstract | In this contribution we explore the combination of bagging with random subspace and two variants of Battiti's mutual information feature selection methods to design fuzzy rule-based classification system ensembles. Besides, we consider a multicriteria genetic algorithm guided by the training error to select the component classifiers, in order to look for appropriate accuracy-complexity trade-offs in the final multiclassifier. |
DOI | 10.1109/HIS.2008.147 |