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:1.8081
- @InProceedings{conf/eusflat/FernandezBJH09,
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title = "Genetic Cooperative-Competitive Fuzzy Rule Based
Learning Method using Genetic Programming for Highly
Imbalanced Data-Sets",
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author = "Alberto Fernandez and Francisco Jose Berlanga and
Maria Jose {del Jesus} and Francisco Herrera",
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booktitle = "Proceedings of the Joint 2009 International Fuzzy
Systems Association World Congress and 2009 European
Society of Fuzzy Logic and Technology Conference",
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year = "2009",
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editor = "Jo{\~a}o Paulo Carvalho and Didier Dubois and
Uzay Kaymak and Jo{\~a}o Miguel da Costa Sousa",
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pages = "42--47",
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address = "Lisbon, Portugal",
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month = jul # " 20-24",
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keywords = "genetic algorithms, genetic programming, Fuzzy
Rule-Based Classification Systems, Genetic Fuzzy
Systems, imbalanced Data-Sets, Interpretability",
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isbn13 = "978-989-95079-6-8",
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URL = "http://www.eusflat.org/publications/proceedings/IFSA-EUSFLAT_2009/pdf/tema_0042.pdf",
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bibdate = "2009-12-16",
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bibsource = "DBLP,
http://dblp.uni-trier.de/db/conf/eusflat/eusflat2009.html#FernandezBJH09",
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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.",
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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