Proceedings of the 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology

FuGePSD: Fuzzy Genetic Programming-based algorithm for Subgroup Discovery

Authors
Cristobal J. Carmona, Pedro González, María José del Jesús
Corresponding Author
Cristobal J. Carmona
Available Online June 2015.
DOI
https://doi.org/10.2991/ifsa-eusflat-15.2015.65How to use a DOI?
Keywords
Genetic programming, subgroup discovery, evolutionary fuzzy system.
Abstract

Evolutionary Fuzzy Systems (EFSs) are fuzzy systems augmented by a learning process based on evolutionary computation such as evolutionary algorithms (EAs). These systems contribute with several advantages in the development of algorithms, and specifically in the development of subgroup discovery (SD) approaches. SD is a descriptive data mining technique using supervised learning in order to describe data with respect to a property of interest. This paper present the main features of the FuGePSD algorithm, an EFS based on genetic programming and fuzzy logic. An experimental study with a wide number of datasets shows the quality of this algorithm with respect to the remaining EFSs for SD presented throughout the literature.

Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology
Series
Advances in Intelligent Systems Research
Publication Date
June 2015
ISBN
978-94-62520-77-6
ISSN
1951-6851
DOI
https://doi.org/10.2991/ifsa-eusflat-15.2015.65How to use a DOI?
Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Cristobal J. Carmona
AU  - Pedro González
AU  - María José del Jesús
PY  - 2015/06
DA  - 2015/06
TI  - FuGePSD: Fuzzy Genetic Programming-based algorithm for Subgroup Discovery
BT  - Proceedings of the 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology
PB  - Atlantis Press
SP  - 447
EP  - 454
SN  - 1951-6851
UR  - https://doi.org/10.2991/ifsa-eusflat-15.2015.65
DO  - https://doi.org/10.2991/ifsa-eusflat-15.2015.65
ID  - Carmona2015/06
ER  -