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.

[img] PDF
An Experimental Study on the Importance of the Choice of the Ensemble Members in Fuzzy Combination Methods.pdf - Published Version
Restricted to Repository staff only
All rights reserved.

Download (301kB)
Official URL: https://ieeexplore.ieee.org/document/4389693
Link to published version:: https://doi.org/10.1109/isda.2007.35
Related URLs:

    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: 20 Aug 2020 12:30
    URI: http://shura.shu.ac.uk/id/eprint/25387

    Actions (login required)

    View Item View Item

    Downloads

    Downloads per month over past year

    View more statistics