An Experimental Study on the Importance of the Choice of the Ensemble Members in Fuzzy Combination Methods

DA COSTA ABREU, Marjory and CANUTO, Anne Magaly P. (2007). An Experimental Study on the Importance of the Choice of the Ensemble Members in Fuzzy Combination Methods. In: Seventh International Conference on Intelligent Systems Design and Applications (ISDA 2007). IEEE.

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Official URL: https://ieeexplore.ieee.org/document/4389693
Link to published version:: https://doi.org/10.1109/isda.2007.35

Abstract

In the context of ensembles or multi-classifier systems, many combination methods and algorithms have been developed in the literature, including methods based on fuzzy sets. This paper presents an evaluation of how the choice of the components (classifiers) can affect the accuracy of some fuzzy combination methods. The main aim of this analysis is to investigate whether or not fuzzy combination methods are less affected by the choice of the ensemble members than the non-fuzzy methods.

Item Type: Book Section
Additional Information: Print ISSN: 2164-7143 Electronic ISSN: 2164-7151
Identification Number: https://doi.org/10.1109/isda.2007.35
SWORD Depositor: Symplectic Elements
Depositing User: Symplectic Elements
Date Deposited: 20 Aug 2020 12:19
Last Modified: 17 Mar 2021 23:34
URI: https://shura.shu.ac.uk/id/eprint/25387

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