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    Type-2 fuzzy entropy-sets

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    Date
    2017
    Author
    Miguel Turullols, Laura de Upna Orcid
    Santos, Helida 
    Sesma Sara, Mikel Upna Orcid
    Bedregal, Benjamin Upna Orcid
    Jurío Munárriz, Aránzazu Upna Orcid
    Bustince Sola, Humberto Upna Orcid
    Version
    Acceso abierto / Sarbide irekia
    Type
    Artículo / Artikulua
    Version
    Versión aceptada / Onetsi den bertsioa
    Project Identifier
    ES/1PE/TIN2013-40765 
    ES/6PN/TIN2012-32482 
    Impact
     
     
     
    10.1109/TFUZZ.2016.2593497
     
     
     
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    Abstract
    The final goal of this study is to adapt the concept of fuzzy entropy of De Luca and Termini to deal with Type-2 Fuzzy Sets. We denote this concept Type-2 Fuzzy Entropy-Set. However, the construction of the notion of entropy measure on an infinite set, such us [0, 1], is not effortless. For this reason, we first introduce the concept of quasi-entropy of a Fuzzy Set on the universe [0, 1]. F ... [++]
    The final goal of this study is to adapt the concept of fuzzy entropy of De Luca and Termini to deal with Type-2 Fuzzy Sets. We denote this concept Type-2 Fuzzy Entropy-Set. However, the construction of the notion of entropy measure on an infinite set, such us [0, 1], is not effortless. For this reason, we first introduce the concept of quasi-entropy of a Fuzzy Set on the universe [0, 1]. Furthermore, whenever the membership function of the considered Fuzzy Set in the universe [0, 1] is continuous, we prove that the quasi-entropy of that set is a fuzzy entropy in the sense of De Luca y Termini. Finally, we present an illustrative example where we use Type-2 Fuzzy Entropy-Sets instead of fuzzy entropies in a classical fuzzy algorithm. [--]
    Subject
    Type-2 fuzzy sets, Quasi-entropy measure, Entropy measure
     
    Publisher
    IEEE
    Published in
    IEEE Transactions on Fuzzy Systems, vol. 25, no. 4, pp. 993-1005, Aug. 2017
    Departament
    Universidad Pública de Navarra. Departamento de Automática y Computación / Nafarroako Unibertsitate Publikoa. Automatika eta Konputazioa Saila
     
    Publisher version
    https://doi.org/10.1109/TFUZZ.2016.2593497
    URI
    https://hdl.handle.net/2454/25494
    Sponsorship
    This work was supported by the Research Service of Universidad Publica de Navarra as well as by the projects TIN2013-40765-P and TIN2012-32482 of the Spanish Ministry of Science and by the Brazilian funding agencies CNPq (under Proc. No. 480832/2011-0 and No. 307681/2012-2) and CAPES (under Proc. No. 5778/2014-00).
    Appears in Collections
    • Artículos de revista DAC - AKS Aldizkari artikuluak [78]
    • Artículos de revista - Aldizkari artikuluak [4205]
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