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

Study of n-dimensional overlap functions in Fuzzy Rule-Based Classification Systems

Authors
Mikel Elkano, Mikel Galar, Jose Sanz, Humberto Bustince
Corresponding Author
Mikel Elkano
Available Online June 2015.
DOI
https://doi.org/10.2991/ifsa-eusflat-15.2015.87How to use a DOI?
Keywords
Fuzzy rule-based classification systems, decomposition strategies, overlap functions, aggregations, one-vs-one, multi-classification.
Abstract

In a previous work we proposed to enhance the performance of FARC-HD fuzzy classifier in multi-class classification problems using decomposition strategies. This synergy was further improved by introducing n-dimensional overlap functions in the learning algorithm and the inference of FARC-HD instead of the product t-norm. In this work, we extend this methodology to FURIA algorithm aiming at analyzing the behavior of the new Fuzzy Reasoning Method with overlap functions, using both decomposition strategies and the baseline FURIA. We also compare the results obtained by this new combination with those obtained in the synergy presented in our previous work for FARC-HD.

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-15.2015.87How 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  - Mikel Elkano
AU  - Mikel Galar
AU  - Jose Sanz
AU  - Humberto Bustince
PY  - 2015/06
DA  - 2015/06
TI  - Study of n-dimensional overlap functions in Fuzzy Rule-Based Classification Systems
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  - 609
EP  - 616
SN  - 1951-6851
UR  - https://doi.org/10.2991/ifsa-eusflat-15.2015.87
DO  - https://doi.org/10.2991/ifsa-eusflat-15.2015.87
ID  - Elkano2015/06
ER  -