Hesitant Fuzzy Concept Lattice and its Application

被引:4
作者
Yang, Xue [1 ]
Xu, Zeshui [1 ,2 ]
机构
[1] Sichuan Univ, Business Sch, Chengdu 610064, Peoples R China
[2] Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Peoples R China
关键词
Hesitant fuzzy set; fuzzy formal concept analysis; concept lattice; hesitant fuzzy element; similarity; SIMILARITY; SETS;
D O I
10.1109/ACCESS.2020.2982892
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The hesitant fuzzy set (HFS) can reflect the hesitation and uncertainty of decision-makers for the reason that it uses some possible values instead of a certain value. Considering that there is still no research on concept lattice or fuzzy formal concept analysis (FFCA) in a hesitant fuzzy environment, in this paper, we propose the definition and the related theory of hesitant fuzzy concept lattice. Firstly, we propose the hesitant fuzzy formal concept analysis theory and study the definition of hesitant fuzzy concept lattice. Secondly, we provide two effective reduction methods of hesitant fuzzy formal context and discuss the differences of them. Thirdly, we propose an incremental construction algorithm to construct the hesitant fuzzy concept lattice. After that, we study the similarity calculation method of hesitant fuzzy concepts. Finally, we design a practical application to validate the hesitant fuzzy concept lattice theory, which is proven to be correct and effective.
引用
收藏
页码:59774 / 59786
页数:13
相关论文
共 43 条
  • [1] [Anonymous], J DALIAN JIAOTONG U
  • [2] [Anonymous], J COMPUT RES DEV
  • [3] [Anonymous], J FUJIAN COMPUT
  • [4] [Anonymous], P INT C INF PROC MAN
  • [5] [Anonymous], LIB THEORY PRACT
  • [6] [Anonymous], FCA BASED ONTOLOGY R
  • [7] [Anonymous], 1999, Mathematical Foundations
  • [8] INTUITIONISTIC FUZZY-SETS
    ATANASSOV, KT
    [J]. FUZZY SETS AND SYSTEMS, 1986, 20 (01) : 87 - 96
  • [9] Belohlavek R, 2011, LECT NOTES ARTIF INT, V6743, P19, DOI 10.1007/978-3-642-21881-1_4
  • [10] Belohlavek Radim., 2002, PROC 4 INT C RECENT, P200