Similarity measure design and similarity computation for discrete fuzzy data

被引:3
|
作者
Lee, Sang-Hyuk [1 ]
Park, Wook-Je [2 ]
Jung, Dong-yean [3 ]
机构
[1] Xian Jiaotong Liverpool Univ, Dept Elect & Elect Engn, Suzhou 215123, Peoples R China
[2] Inha Univ, Inst Informat & Elect Res, Inchon 402751, South Korea
[3] Daeho Technol Korea Co Ltd, Chang Won 641773, Gyeongnam, South Korea
来源
基金
新加坡国家研究基金会;
关键词
similarity measure; fuzzy number; distance; similarity evaluation; fuzzy membership function; DISTANCE MEASURE; PATTERN-CLASSIFICATION; RISK ANALYSIS; ENTROPY; SET;
D O I
10.1007/s11771-011-0878-0
中图分类号
TF [冶金工业];
学科分类号
0806 ;
摘要
The similarity computations for fuzzy membership function pairs were carried out. Fuzzy number related knowledge was introduced, and conventional similarity was compared with distance based similarity measure. The usefulness of the proposed similarity measure was verified. The results show that the proposed similarity measure could be applied to ordinary fuzzy membership functions, though it was not easy to design. Through conventional results on the calculation of similarity for fuzzy membership pair, fuzzy membership-crisp pair and crisp-crisp pair were carried out. The proposed distance based similarity measure represented rational performance with the heuristic point of view. Furthermore, troublesome in fuzzy number based similarity measure for abnormal universe of discourse case was discussed. Finally, the similarity measure computation for various membership function pairs was discussed with other conventional results.
引用
收藏
页码:1602 / 1608
页数:7
相关论文
共 50 条
  • [31] FUSE (Fuzzy Similarity Measure) - A measure for determining fuzzy short text similarity using Interval Type-2 fuzzy sets
    Adel, Naeemeh
    Crockett, Keeley
    Crispin, Alan
    Chandran, David
    Carvalho, Joao P.
    2018 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2018,
  • [32] A modified similarity measure of generalized fuzzy mumbers
    Deng, Yong
    Kang, Bing Yi
    Zhang, Ya Juan
    Deng, Xin Yang
    Zhang, Hai Xin
    2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, 2011, : 2173 - 2175
  • [33] Entropy and similarity measure of intuitionistic fuzzy sets
    Xie, Bin
    Mi, Ju-Sheng
    Han, Li-Wen
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 501 - +
  • [34] A Fuzzy Similarity Measure for Search Results Evaluation
    Massaabi, Marwa
    Akaichi, Jalel
    2016 IEEE/ACS 13TH INTERNATIONAL CONFERENCE OF COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2016,
  • [35] A SIMILARITY MEASURE BETWEEN INTUITIONISTIC FUZZY VALUES
    Chen, Shyi-Ming
    Randyanto, Yonathan
    PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOLS 1-4, 2013, : 1125 - 1129
  • [36] An improved similarity measure and fuzzy reasoning method
    Ha, MH
    Li, HJ
    Li, Y
    Wang, P
    PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9, 2005, : 2583 - 2587
  • [37] A new similarity measure for Pythagorean fuzzy sets
    M. Adabitabar Firozja
    B. Agheli
    E. Baloui Jamkhaneh
    Complex & Intelligent Systems, 2020, 6 : 67 - 74
  • [38] A new similarity measure for generalized fuzzy numbers
    Allahviranloo, T.
    Abbasbandy, S.
    Hajighasemi, S.
    NEURAL COMPUTING & APPLICATIONS, 2012, 21 : S289 - S294
  • [39] FAST: A Fuzzy Semantic Sentence Similarity Measure
    Chandran, David
    Crockett, Keeley
    Mclean, David
    Bandar, Zuhair
    2013 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ - IEEE 2013), 2013,
  • [40] A new similarity measure for generalized fuzzy numbers
    T. Allahviranloo
    S. Abbasbandy
    S. Hajighasemi
    Neural Computing and Applications, 2012, 21 : 289 - 294