An axiomatic definition of fuzzy divergence measures

被引:6
|
作者
Couso, Ines [1 ]
Montes, Susana [1 ]
机构
[1] Univ Oviedo, Stat & OR Dept, UTS Ind Eng, Gijon 33203, Asturias, Spain
关键词
fuzzy set; fuzzy-valued mapping; crisp divergence measure; fuzzy divergence measure;
D O I
10.1142/S0218488508005017
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The representation of the degree of difference between two fuzzy subsets by means of a real number has been proposed in previous papers, and it seems to be useful in some situations. However, the requirement of assigning a precise number may leads us to the loss of essential information about this difference. Thus, (crisp) divergence measures studied in previous papers may not distinguish whether the differences between two fuzzy subsets are in low or high membership degrees. In this paper we propose a way of measuring these differences by means of a fuzzy valued function which we will call fuzzy divergence measure. We formulate a list of natural axioms that these measures should satisfy. We derive additional properties from these axioms, some of them are related to the properties required to crisp divergence measuers. We finish the paper by establishing a one-to-one correspondence between families of crisp and fuzzy divergence measures. This result provides us with a method to build a fuzzy divergence measure froma a crisp valued one.
引用
收藏
页码:1 / 17
页数:17
相关论文
共 50 条
  • [21] AN AXIOMATIC DEFINITION OF SHANNON ENTROPY
    NAMBIAR, KK
    VARMA, PK
    SAROCH, V
    APPLIED MATHEMATICS LETTERS, 1992, 5 (04) : 45 - 46
  • [22] AN AXIOMATIC DEFINITION OF SYNCHRONIZATION PRIMITIVES
    MARTIN, AJ
    ACTA INFORMATICA, 1981, 16 (02) : 219 - 235
  • [23] An axiomatic definition of impulsion and energy
    Lalan, V
    COMPTES RENDUS HEBDOMADAIRES DES SEANCES DE L ACADEMIE DES SCIENCES, 1934, 198 : 1211 - 1213
  • [24] Fuzzy connected object delineation: Axiomatic path strength definition and the case of multiple seeds
    Saha, PK
    Udupa, JK
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2001, 83 (03) : 275 - 295
  • [25] A New Entropy and Its Properties Based on the Improved Axiomatic Definition of Intuitionistic Fuzzy Entropy
    Jiang, Dengying
    Wang, Yaxiong
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2018, 2018
  • [26] Definition and construction of fuzzy DI-subsethood measures
    Bustince, H.
    Mohedano, V.
    Barrenechea, E.
    Pagola, M.
    INFORMATION SCIENCES, 2006, 176 (21) : 3190 - 3231
  • [27] On the definition of probabilistic metric spaces by means of fuzzy measures
    Narukawa, Yasuo
    Taha, Mariam
    Torra, Vicenc
    FUZZY SETS AND SYSTEMS, 2023, 465
  • [28] A Unified View of Different Axiomatic Measures Defined on L-Fuzzy Sets
    Couso, Ines
    Bustince, Humberto
    Sanchez, Luciano
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 28 (08) : 1878 - 1886
  • [29] 'Useful' fuzzy measures of information, integrated ambiguity and directed divergence
    Hooda, D. S.
    Bajaj, Rakesh K.
    INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2010, 39 (06) : 647 - 658
  • [30] Entropy measures for Atanassov intuitionistic fuzzy sets based on divergence
    Montes, Ignacio
    Pal, Nikhil R.
    Montes, Susana
    SOFT COMPUTING, 2018, 22 (15) : 5051 - 5071