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

A Fuzzy Rule-Based Feature Construction Approach Applied to Remotely Sensed Imagery

Authors
David García, Dimitris Stavrakoudis, Antonio González, Raúl Pérez, John B. Theocharis
Corresponding Author
David García
Available Online June 2015.
DOI
https://doi.org/10.2991/ifsa-eusflat-15.2015.180How to use a DOI?
Keywords
Genetic fuzzy systems, feature construction, land cover classification, remote sensing, high-dimensional classification tasks.
Abstract

The inherent interpretability properties of fuzzy rule-based classification systems (FRBCSs) are undoubtedly one of their major advantages when compared to conventional black-box classifiers. In this paper we present a preliminary study of how the socalled technique of feature construction can prove useful in the context of land cover classification tasks using remotely sensed imagery. The method is integrated into a previously proposed genetic FRBCS (GFRBCS) and applied in a crop classification task using a multispectral satellite image. The experimental analysis shows that feature construction can effectively identify very useful hidden relationships among the initial variables of the problem.

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-15.2015.180How 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  - David García
AU  - Dimitris Stavrakoudis
AU  - Antonio González
AU  - Raúl Pérez
AU  - John B. Theocharis
PY  - 2015/06
DA  - 2015/06
TI  - A Fuzzy Rule-Based Feature Construction Approach Applied to Remotely Sensed Imagery
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  - 1274
EP  - 1281
SN  - 1951-6851
UR  - https://doi.org/10.2991/ifsa-eusflat-15.2015.180
DO  - https://doi.org/10.2991/ifsa-eusflat-15.2015.180
ID  - García2015/06
ER  -