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Article type: Research Article
Authors: Mei, Kongchuna | Peng, Yingb | Mao, Junjunb; *
Affiliations: [a] School of Mathematical Sciences, Anhui University, China | [b] Key Laboratory of Intelligent Computing and Signal processing, Ministry of Education, Anhui University, China
Correspondence: [*] Corresponding author. Junjun Mao, Key Laboratory of Intelligent Computing & signal processing, Ministry of Education, Anhui University, Hefei 230039, China. Tel.: +86 13655600410; E-mail: [email protected].
Abstract: In recent years, interval type-2 fuzzy set has played an increasingly important role in decision-making. The purpose of this paper is firstly to propose fuzzy factor and interval factor of interval type-2 fuzzy sets (IT2FSs) based on α-cuts. Then, entropy and cross-entropy formulas of IT2FSs are put forward to measure the fuzzy information and mutual information between IT2FSs based on the two factors. Furthermore, IT2FS comprehensive cross-entropy formula is brought forward to measure the relative uncertain relationships among IT2FSs based on IT2FS cross-entropy formula and total probability formula. In the next moment, a utility function of IT2FS is proposed to compare the ordering relationship among IT2FSs. On the other hands, an optimal linear programming model is constructed based on IT2FS entropy, comprehensive cross-entropy and utility function to solve the optimal alternative. Finally, a simple example is utilized to testify the practicability and effectiveness of the proposed approach.
Keywords: IT2FS fuzzy factor, IT2FS interval factor, cross-entropy, comprehensive relative cross-entropy, utility function
DOI: 10.3233/JIFS-18678
Journal: Journal of Intelligent & Fuzzy Systems, vol. 37, no. 4, pp. 5143-5156, 2019
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