De Miguel, L and Santos, H and Sesma-Sara, M and Bedregal, B and Jurio, A and Bustince, H and Hagras, H (2017) Type-2 Fuzzy Entropy-Sets. IEEE Transactions on Fuzzy Systems, 25 (4). pp. 993-1005. DOI https://doi.org/10.1109/TFUZZ.2016.2593497
De Miguel, L and Santos, H and Sesma-Sara, M and Bedregal, B and Jurio, A and Bustince, H and Hagras, H (2017) Type-2 Fuzzy Entropy-Sets. IEEE Transactions on Fuzzy Systems, 25 (4). pp. 993-1005. DOI https://doi.org/10.1109/TFUZZ.2016.2593497
De Miguel, L and Santos, H and Sesma-Sara, M and Bedregal, B and Jurio, A and Bustince, H and Hagras, H (2017) Type-2 Fuzzy Entropy-Sets. IEEE Transactions on Fuzzy Systems, 25 (4). pp. 993-1005. DOI https://doi.org/10.1109/TFUZZ.2016.2593497
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]. 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.
Item Type: | Article |
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Uncontrolled Keywords: | Entropy measure; Type-2 Fuzzy Sets; Quasi-entropy measure |
Subjects: | Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
Divisions: | Faculty of Science and Health Faculty of Science and Health > Computer Science and Electronic Engineering, School of |
SWORD Depositor: | Unnamed user with email elements@essex.ac.uk |
Depositing User: | Unnamed user with email elements@essex.ac.uk |
Date Deposited: | 22 Dec 2016 15:13 |
Last Modified: | 16 May 2024 18:17 |
URI: | http://repository.essex.ac.uk/id/eprint/18638 |
Available files
Filename: Entropy.pdf