4.4 Article

Some novel similarity and distance measures of pythagorean fuzzy sets and their applications

Journal

JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
Volume 37, Issue 2, Pages 1781-1799

Publisher

IOS PRESS
DOI: 10.3233/JIFS-179241

Keywords

Hamming distance; Hausdorff distance; Pythagorean fuzzy sets; hybrid Pythagorean fuzzy normalized distance; the set-theoretic approach; the matching function; the notion of complement; the continuous functions

Funding

  1. National Natural Science Foundation of China [71571128]
  2. Humanities and Social Sciences Foundation of Ministry of Education of the People's Republic of China [16YJA630033]

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In this paper, we extend the Hamming distance, the Hausdorff distance with Pythagorean fuzzy sets (PFSs) to define the generalized Pythagorean fuzzy normalized Hamming distance, the generalized Pythagorean fuzzy normalized Hausdorff distance and the generalized hybrid Pythagorean fuzzy normalized distance. According to the relation between distance and similarity measure, we can obtain similarity measure. Furthermore, we study the Pythagorean fuzzy weighted distance and similarity measures. On the basis of the set-theoretic approach, the matching function, the notion of complement and the continuous functions, we extend other similarity measures. In the end, we utilize an applicable example to prove the proposed methods.

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