A Novel Approach to Parameter Reduction of Fuzzy Soft Set

被引:11
|
作者
Khan, Abid [1 ]
Zhu, Yuanguo [1 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Sci, Nanjing 210094, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Soft set; fuzzy soft set; parameter reduction; distance; similar parameters; ranking order; decision-making; DECISION-MAKING; ADJUSTABLE APPROACH; THEORETIC APPROACH; ALGORITHM;
D O I
10.1109/ACCESS.2019.2940484
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 fuzzy soft set (FSS) that combines soft set theory with fuzzy set theory has been introduced to deal with uncertainty in many practical decision-making problems. However, there exist some less important and superfluous information in the decision-making process which should be removed. In order to settle these problems, different methods have been developed for parameter reduction of FSS which are based on different decision criteria. In this paper, the problem of parameter reduction of FSS is studied based on choice value criteria. Initially, some previous reduction approaches such as; normal parameter reduction (NPR), proximate normal parameter reduction (PNPR) and distance-based parameter reduction (DBPR) of FSS are analyzed and their inherent difficulties are discussed. Then, a new method for parameter reduction of FSS is proposed and its heuristic algorithm is given. The proposed algorithm is compared with NPR, PNPR and DBPR algorithms from the aspects of success rate of finding reduction, reduction ratio and decision ability, respectively. The comparison results show that the proposed algorithm has much higher applicability and efficiency as compared to rest of the three algorithms. Finally, an application of our proposed algorithm is discussed in a real life decision-making problem.
引用
收藏
页码:128956 / 128967
页数:12
相关论文
共 50 条
  • [31] An adjustable approach to fuzzy soft set based decision making
    Feng, Feng
    Jun, Young Bae
    Liu, Xiaoyan
    Li, Lifeng
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2010, 234 (01) : 10 - 20
  • [32] A fuzzy soft set theoretic approach to decision making problems
    Roy, A. R.
    Maji, P. K.
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2007, 203 (02) : 412 - 418
  • [33] On induced soft sets and topology for the parameter set of a soft set
    Liu, Zhicai
    Qin, Keyun
    Pei, Zheng
    Liu, Jin
    [J]. CIT/IUCC/DASC/PICOM 2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY - UBIQUITOUS COMPUTING AND COMMUNICATIONS - DEPENDABLE, AUTONOMIC AND SECURE COMPUTING - PERVASIVE INTELLIGENCE AND COMPUTING, 2015, : 1350 - 1354
  • [34] A Distance-Based Parameter Reduction Algorithm of Fuzzy Soft Sets
    Ma, Xiuqin
    Qin, Hongwu
    [J]. IEEE ACCESS, 2018, 6 : 10530 - 10539
  • [35] Parameter Reduction of Intuitionistic Fuzzy Soft Sets and Its Related Algorithms
    Ghosh, Sumonta
    Das, Sujit
    [J]. PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON FRONTIERS IN INTELLIGENT COMPUTING: THEORY AND APPLICATIONS (FICTA) 2015, 2016, 404 : 405 - 412
  • [36] A novel approach of rough set-based attribute reduction using fuzzy discernibility matrix
    Yang, Ming
    Chen, Songcan
    Yang, Xubing
    [J]. FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 3, PROCEEDINGS, 2007, : 96 - 101
  • [37] The Relation between Fuzzy Soft Set and Integrative Fuzzy Set
    Jiang, Yi
    Zhao, Hailiang
    He, Junxuan
    [J]. 2017 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (IEEE ISKE), 2017,
  • [38] A novel soft set approach in selecting clustering attribute
    Qin, Hongwu
    Ma, Xiuqin
    Zain, Jasni Mohamad
    Herawan, Tutut
    [J]. KNOWLEDGE-BASED SYSTEMS, 2012, 36 : 139 - 145
  • [39] Retrieving the Missing Data From Incomplete Soft Set, Incomplete Fuzzy Soft Set and Incomplete Intuitionistic Fuzzy Soft Set
    Srivastava, Julee
    Maddheshiya, Sudhir
    [J]. NEW MATHEMATICS AND NATURAL COMPUTATION, 2022, 18 (03) : 919 - 929
  • [40] Normal parameter reduction in soft set based on particle swarm optimization algorithm
    Kong, Zhi
    Jia, Wenhua
    Zhang, Guodong
    Wang, Lifu
    [J]. APPLIED MATHEMATICAL MODELLING, 2015, 39 (16) : 4808 - 4820