Genetic Cooperative-Competitive Fuzzy Rule Based Learning Method using Genetic Programming for Highly Imbalanced Data-Sets

Created by W.Langdon from gp-bibliography.bib Revision:1.7662

@InProceedings{conf/eusflat/FernandezBJH09,

• title = "Genetic Cooperative-Competitive Fuzzy Rule Based Learning Method using Genetic Programming for Highly Imbalanced Data-Sets",
• author = "Alberto Fernandez and Francisco Jose Berlanga and Maria Jose {del Jesus} and Francisco Herrera",
• booktitle = "Proceedings of the Joint 2009 International Fuzzy Systems Association World Congress and 2009 European Society of Fuzzy Logic and Technology Conference",
• year = "2009",
• editor = "Jo{\~a}o Paulo Carvalho and Didier Dubois and Uzay Kaymak and Jo{\~a}o Miguel da Costa Sousa",
• pages = "42--47",
• address = "Lisbon, Portugal",
• month = jul # " 20-24",
• keywords = "genetic algorithms, genetic programming, Fuzzy Rule-Based Classification Systems, Genetic Fuzzy Systems, imbalanced Data-Sets, Interpretability",
• isbn13 = "978-989-95079-6-8",
• URL = "http://www.eusflat.org/publications/proceedings/IFSA-EUSFLAT_2009/pdf/tema_0042.pdf",
• bibdate = "2009-12-16",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/conf/eusflat/eusflat2009.html#FernandezBJH09",
• abstract = "Classification in imbalanced domains is an important problem in Data Mining. We refer to imbalanced classification when data presents many examples from one class and few from the other class, and the less representative class is the one which has more interest from the point of view of the learning task. The aim of this work is to study the behaviour of the GP-COACH algorithm in the scenario of data-sets with high imbalance, analysing both the performance and the interpretability of the obtained fuzzy models. To develop the experimental study we will compare this approach with a well-known fuzzy rule learning algorithm, the Chi et al.'s method, and an algorithm of reference in the field of imbalanced data-sets, the C4.5 decision tree.",
• notes = "1.Department of Computer Science and Artificial Intelligence, University of Granada Granada, Spain 2.Department of Computer Science and Systems Engineering, University of Zaragoza Zaragoza, Spain 3.Department of Computer Science, University of Jaen Spain",

}

Genetic Programming entries for Alberto Fernandez Francisco Jose Berlanga Maria Jose del Jesus Francisco Herrera

Citations