A similarity measure under Pythagorean fuzzy soft environment with applications

A novel similarity measure (SM) based upon cosine similarity measure and Frobenius inner product of matrices, and a weighted SM for Pythagorean fuzzy soft sets (PFS-sets/PFSSs) are coined in this article. Some fundamental characteristics of the proposed SM are also brought into light, including that SM of any two PFS-sets equals unity iff the two PFS-sets coincide. Employing this SM, a relation $$\thickapprox ^\lambda $$ amongst two PFS-sets is demarcated. Further, it is demonstrated that this relation does not enjoy the status of an equivalence relation. Moreover, the efficacy of the proposed SM is established with the aid of numerical examples. Comparison analysis of the proposed method with some of the prevailing similarity measures is also given, both numerically and diagrammatically. In the end, an application from psychological disorder accompanied by algorithm and flow chart have been put on display through a conjectural case study.

[1]  Rakesh Kumar Bajaj,et al.  On Pythagorean fuzzy soft matrices, operations and their applications in decision making and medical diagnosis , 2018, Soft Computing.

[2]  H. Lee-Kwang,et al.  Similarity measure between fuzzy sets and between elements , 1994 .

[3]  Dug Hun Hong,et al.  A Note on Similarity Measures between Vague Sets and between Elements , 1999, Inf. Sci..

[4]  Krassimir T. Atanassov,et al.  Intuitionistic fuzzy sets , 1986 .

[5]  Peng Xindon,et al.  Pythagorean Fuzzy Soft Set and Its Application , 2015 .

[6]  David L. Olson,et al.  Similarity measures between intuitionistic fuzzy (vague) sets: A comparative analysis , 2007, Pattern Recognit. Lett..

[7]  Miin-Shen Yang,et al.  Similarity measures of intuitionistic fuzzy sets based on Lp metric , 2007, Int. J. Approx. Reason..

[8]  N. Çagman,et al.  FUZZY SOFT SET THEORY AND ITS APPLICATIONS , 2011 .

[9]  Ronald R. Yager,et al.  Pythagorean fuzzy subsets , 2013, 2013 Joint IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS).

[10]  Guiwu Wei,et al.  The generalized Dice similarity measures for Pythagorean fuzzy multiple attribute group decision making , 2019, Int. J. Intell. Syst..

[11]  Li Dengfeng,et al.  New similarity measures of intuitionistic fuzzy sets and application to pattern recognitions , 2002, Pattern Recognit. Lett..

[12]  D. Molodtsov Soft set theory—First results , 1999 .

[13]  S. K. Samanta,et al.  SIMILARITY MEASURE OF SOFT SETS , 2008 .

[14]  Ronald R. Yager,et al.  Pythagorean Membership Grades in Multicriteria Decision Making , 2014, IEEE Transactions on Fuzzy Systems.

[15]  Pengfei Shi,et al.  Similarity measures on intuitionistic fuzzy sets , 2003, Pattern Recognit. Lett..

[16]  Muhammad Riaz,et al.  Pythagorean m-polar fuzzy sets and TOPSIS method for the selection of advertisement mode , 2019, J. Intell. Fuzzy Syst..

[17]  Hüseyin Kamaci Similarity measure for soft matrices and its applications , 2019, J. Intell. Fuzzy Syst..

[18]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[19]  Xindong Peng,et al.  Pythagorean fuzzy soft MCGDM methods based on TOPSIS, VIKOR and aggregation operators , 2019, J. Intell. Fuzzy Syst..

[20]  Shyi-Ming Chen,et al.  Similarity measures between vague sets and between elements , 1997, IEEE Trans. Syst. Man Cybern. Part B.

[21]  Jun Ye,et al.  Cosine similarity measures for intuitionistic fuzzy sets and their applications , 2011, Math. Comput. Model..

[22]  Ronald R. Yager,et al.  Pythagorean Membership Grades, Complex Numbers, and Decision Making , 2013, Int. J. Intell. Syst..

[23]  Shyi-Ming Chen,et al.  A comparison of similarity measures of fuzzy values , 1995 .

[24]  Nigel Steele,et al.  Difference, distance and similarity as a basis for fuzzy decision support based on prototypical decision classes , 2002, Fuzzy Sets Syst..

[25]  Pachaiyappan Muthukumar,et al.  A similarity measure of intuitionistic fuzzy soft sets and its application in medical diagnosis , 2016, Appl. Soft Comput..

[26]  Athar Kharal,et al.  DISTANCE AND SIMILARITY MEASURES FOR SOFT SETS , 2010, 1006.4904.

[27]  Shyi-Ming Chen,et al.  Measures of similarity between vague sets , 1995, Fuzzy Sets Syst..