Similarity measure of multiple sets and its application to pattern recognition

被引:0
作者
Shijina V. [1 ]
Unni A. [1 ]
John S.J. [1 ]
机构
[1] National Institute of Technology Calicut, Kerala
来源
Informatica (Slovenia) | 2020年 / 44卷 / 03期
关键词
Fuzzy sets; Multiple sets; Pattern recognition; Similarity measure;
D O I
10.31449/INF.V44I3.2872
中图分类号
学科分类号
摘要
Multiple set is a newborn member of the family of generalized sets, which can model uncertainty together with multiplicity. It has the power to handle numerous uncertain features of objects in a multiple way. Multiple set theory has the edge over the well established fuzzy set theory by its capability to handle uncertainty and multiplicity simultaneously. Similarity measure of fuzzy sets is well addressed in literature and has found prominent applications in various domains. As multiple set is an efficient generalization of fuzzy set, the concept and theory of similarity measure can be extended to multiple set theory and can be developed probable applications in various real-life problems. This paper introduces the concept of similarity measure of multiple sets and proposes two different similarity measures of multiple sets and investigates their properties. Finally, this work substantiates application of the concept of similarity measure of multiple sets to pattern recognition. A numerical illustration demonstrates the effectiveness of the proposed technique to this application. © 2020 Slovene Society Informatika. All rights reserved.
引用
收藏
页码:335 / 347
页数:12
相关论文
共 63 条
[1]  
Goguen Joseph A, L-fuzzy sets, Journal of mathematical analysis and applications, 18, 1, pp. 145-174, (1967)
[2]  
Cerf V, Fernandez E, Gostelow K, Volansky S, Formal Control-Flow Pproperties of a Model of Computation, (1971)
[3]  
Pawlak Z., Rough sets, International Journal of Computer and Information Sciences, 11, 5, pp. 341-356, (1982)
[4]  
Atanassov KT, Intuitionistic fuzzy sets, VII ITKRs Session, Sofia deposed in Central Sci, Technical Library of Bulg, Acad. of Sci, 1697, 84, (1983)
[5]  
Yager Ronald R, On the theory of bags, International Journal of General System, 13, 1, pp. 23-37, (1986)
[6]  
Goguen Joseph A, Vague sets, IEEE transactions on systems, man, and cybernetics, 23, 2, pp. 610-614, (1993)
[7]  
Sebastian Sabu, Ramakrishnan TV, Multi-fuzzy sets, International Mathematical Forum, 5, 50, pp. 2471-2476, (2010)
[8]  
Shijina V., Sunil J.J, Anitha S., Multiple sets, Journal Of New Results In Science, 9, pp. 18-27, (2015)
[9]  
Shijina V., Sunil J.J, Anitha S., Multiple sets: A unified approach towards modelling vagueness and multiplicity, Jounal Of New Theory, 11, pp. 29-53, (2016)
[10]  
Shijina V., Sunil J.J, Aggregation operations on multiple sets, International Journal Of Scientific & Engineering Research, 5, 9, pp. 39-42, (2014)