On characterization of generalized interval type-2 fuzzy rough sets

被引:41
|
作者
Zhang, Zhiming [1 ]
机构
[1] Hebei Univ, Coll Math & Comp Sci, Baoding 071002, Hebei Province, Peoples R China
基金
中国国家自然科学基金;
关键词
Rough set; Interval type-2 fuzzy set; Interval type-2 fuzzy relation; Interval type-2 fuzzy rough set; Interval type-2 fuzzy topology; LOGIC SYSTEMS; APPROXIMATION OPERATORS; INFORMATION-SYSTEMS; ATTRIBUTE REDUCTION; SIMILARITY; CLASSIFICATION; RECOGNITION; FUZZISTICS; SELECTION; NETWORKS;
D O I
10.1016/j.ins.2012.07.013
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a systematic study of interval type-2 fuzzy rough sets integrating rough set theory with interval type-2 fuzzy set theory using constructive and axiomatic approaches. From the perspective of a constructive approach, a pair of lower and upper interval type-2 fuzzy rough approximation operators with respect to an interval type-2 fuzzy relation is defined. The basic properties of the interval type-2 fuzzy rough approximation operators are studied. Using cut sets of interval type-2 fuzzy sets, classical representations of interval type-2 fuzzy rough approximation operators are then presented, and the connections between special interval type-2 fuzzy relations and interval type-2 fuzzy rough approximation operators are investigated. Adopting an axiomatic approach, an operator-oriented characterization of interval type-2 fuzzy rough sets is proposed; in other words, interval type-2 fuzzy rough approximation operators are characterized by axioms. Different axiom sets of interval type-2 fuzzy set-theoretic operators guarantee the existence of different types of interval type-2 fuzzy relations that produce the same operators. Finally, the relationship between interval type-2 fuzzy rough sets and interval type-2 fuzzy topological spaces is examined. We obtain sufficient and necessary conditions for the conjecture that an interval type-2 fuzzy interior (closure) operator derived from an interval type-2 fuzzy topological space can associate with an interval type-2 fuzzy reflexive and transitive relation such that the corresponding lower (upper) interval type-2 fuzzy rough approximation operator is the interval type-2 fuzzy interior (closure) operator. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:124 / 150
页数:27
相关论文
共 50 条
  • [21] Three-way decision theory based on interval type-2 fuzzy linguistic term sets
    Peng, Jiangang
    Cai, Ya
    Xia, Guang
    Hao, Ming
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2022, 43 (04) : 3911 - 3932
  • [22] Interval Type-2 Fuzzy Sets are Generalization of Interval-Valued Fuzzy Sets: Toward a Wider View on Their Relationship
    Bustince, Humberto
    Fernandez, Javier
    Hagras, Hani
    Herrera, Francisco
    Pagola, Miguel
    Barrenechea, Edurne
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2015, 23 (05) : 1876 - 1882
  • [23] Interval analysis of the HIV dynamics model solution using type-2 fuzzy sets
    Jafelice, R. M.
    Lodwick, W. A.
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2021, 180 : 306 - 327
  • [24] An analytical solution to the TOPSIS model with interval type-2 fuzzy sets
    Sang, Xiuzhi
    Liu, Xinwang
    SOFT COMPUTING, 2016, 20 (03) : 1213 - 1230
  • [25] Application of Type-2 Interval Fuzzy Sets to Contractor Qualification Process
    Tomczak, Michal
    Jaskowski, Piotr
    KSCE JOURNAL OF CIVIL ENGINEERING, 2018, 22 (08) : 2702 - 2713
  • [26] Inclusion and subsethood measure for interval-valued fuzzy sets and for continuous type-2 fuzzy sets
    Takac, Zdenko
    FUZZY SETS AND SYSTEMS, 2013, 224 : 106 - 120
  • [27] Type-2 fuzzistics for symmetric interval type-2 fuzzy sets: Part 1, forward problems
    Mendel, Jerry M.
    Wu, Hongwei
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2006, 14 (06) : 781 - 792
  • [28] The Construction of general Type-2 Fuzzy Sets
    Hu, Dan
    Lin, Tsau Young
    Fan, Qiang
    2013 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING (GRC), 2013, : 141 - 146
  • [29] Revisiting fuzzy set operations: A rational approach for designing set operators for type-2 fuzzy sets and type-2 like fuzzy sets
    Ngan, Shing-Chung
    EXPERT SYSTEMS WITH APPLICATIONS, 2018, 107 : 255 - 284
  • [30] Generalized Interval-Valued Fuzzy Variable Precision Rough Sets
    Hu, Bao Qing
    Wong, Heung
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2014, 16 (04) : 554 - 565