Interval Type-2 Fuzzy Possibilistic C-Means Clustering Algorithm

被引：8
作者：
Rubio, E. [1 ]
Castillo, Oscar [1 ]
Melin, Patricia [1 ]
机构：
[1] Tijuana Inst Technol, Div Grad Studies & Res, Tijuana, Mexico
来源：
RECENT DEVELOPMENTS AND NEW DIRECTION IN SOFT-COMPUTING FOUNDATIONS AND APPLICATIONS | 2016年 / 342卷
关键词：
Fuzzy sets; Fuzzy C-means; Possibilistic C-means; Interval type-2 clustering algorithm; TISSUE DIFFERENTIATION; CLASSIFICATION;
D O I：
10.1007/978-3-319-32229-2_14
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, we present the extension of the fuzzy possibilistic C-means (FPCM) algorithm using type-2 fuzzy logic techniques, with the goal of improving the performance of this algorithm. We also performed the comparison of this proposed algorithm against the interval type-2 fuzzy C-means (IT2FCM) algorithm to observe whether the proposed approach performs better than this algorithm. The proposed extension was realized considering both of the weight exponents (fuzzy and possibilistic), m and eta, as interval fuzzy sets.
引用
收藏
页码：185 / 194
页数：10
相关论文
共 19 条
  • [1] [Anonymous], 2017, Uncertain Rule-Based Fuzzy Systems: Introduction and New Directions
  • [2] [Anonymous], Pattern Recognition with Fuzzy Objective Function Algorithms, DOI 10.1007/978-1-4757-0450-1_3
  • [3] A novel approach for classification of ECG arrhythmias: Type-2 fuzzy clustering neural network
    Ceylan, Rahime
    Ozbay, Yuksel
    Karlik, Bekir
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) : 6721 - 6726
  • [4] Chang XG, 2000, NINTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2000), VOLS 1 AND 2, P937, DOI 10.1109/FUZZY.2000.839158
  • [5] Interval type-2 fuzzy membership function generation methods for pattern recognition
    Choi, Byung-In
    Rhee, Frank Chung-Hoon
    [J]. INFORMATION SCIENCES, 2009, 179 (13) : 2102 - 2122
  • [6] Fuzzy computing for data mining
    Hirota, K
    Pedrycz, W
    [J]. PROCEEDINGS OF THE IEEE, 1999, 87 (09) : 1575 - 1600
  • [7] Uncertain fuzzy clustering:: Interval type-2 fuzzy approach to C-means
    Hwang, Cheul
    Rhee, Frank Chung-Hoon
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2007, 15 (01) : 107 - 120
  • [8] Feature-based fuzzy classification for interpretation of mammograms
    Iyer, NS
    Kandel, A
    Schneider, M
    [J]. FUZZY SETS AND SYSTEMS, 2000, 114 (02) : 271 - 280
  • [9] Operations on type-2 fuzzy sets
    Karnik, NN
    Mendel, JM
    [J]. FUZZY SETS AND SYSTEMS, 2001, 122 (02) : 327 - 348
  • [10] Krishnapuram R., 1993, IEEE Transactions on Fuzzy Systems, V1, P98, DOI 10.1109/91.227387
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