A competitive learning algorithm using symmetry

被引：0

作者：

Su, MC ^{[1
]}

Chou, CH ^{[1
]}

机构：

[1] Tamkang Univ, Dept Elect Engn, Taipei, Taiwan

来源：

IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES | 1999年 / E82A卷 / 04期

关键词：

competitive learning; data clustering; neural networks; pattern recognition;

D O I：

暂无

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper, we propose a new competitive learning algorithm for training single-layer neural networks to cluster data. The proposed algorithm adopts a new measure based on the idea of "symmetry" so that neurons compete with each other based on the symmetrical distance instead of the Euclidean distance. The detected clusters may be a set of clusters of different geometrical structures. Four data sets are tested to illustrate the effectiveness of our proposed algorithm.

引用

页码：680 / 687

页数：8

共 50 条

[11] Fast design algorithm for competitive learning
Hwang, WJ
Lin, FJ
Zeng, YC
ELECTRONICS LETTERS, 1997, 33 (17) : 1469 - 1471
[12] COMPETITIVE HEBBIAN LEARNING - ALGORITHM AND DEMONSTRATIONS
WHITE, RH
NEURAL NETWORKS, 1992, 5 (02) : 261 - 275
[13] Competitive and dynamic cooperative learning algorithm
Li T.
Pei W.-J.
Wang S.-P.
Cheung Y.-M.
Harbin Gongcheng Daxue Xuebao/Journal of Harbin Engineering University, 2010, 31 (01): : 102 - 108
[14] AN ALGORITHM FOR COMPETITIVE LEARNING IN CLUSTERING PROBLEMS
UCHIYAMA, T
ARBIB, MA
PATTERN RECOGNITION, 1994, 27 (10) : 1415 - 1421
[15] A human learning optimization algorithm with competitive and cooperative learning
Du, JiaoJie
Wang, Ling
Fei, Minrui
Menhas, Muhammad Ilyas
COMPLEX & INTELLIGENT SYSTEMS, 2023, 9 (01) : 797 - 823
[16] A human learning optimization algorithm with competitive and cooperative learning
JiaoJie Du
Ling Wang
Minrui Fei
Muhammad Ilyas Menhas
Complex & Intelligent Systems, 2023, 9 : 797 - 823
[17] A Competitive Learning Algorithm with Controlling Maximum Distortion
Miura, Takeshi
Sano, Kentaro
Suzuki, Kenichi
Nakamura, Tadao
JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2005, 9 (02) : 166 - 174
[18] FUZZY COMPETITIVE LEARNING ALGORITHM WITH DECREASING FUZZINESS
CHUNG, FL
LEE, T
ELECTRONICS LETTERS, 1993, 29 (13) : 1206 - 1208
[19] Rival penalized fuzzy competitive learning algorithm
Yang, XY
Yu, FS
ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS, 2005, 3610 : 225 - 228
[20] Competitive Learning Algorithm for the Fuzzy Rule Optimization
Dai, Fengzhi
Li, Long
Kushida, Naoki
Zhang, Baolong
2011 6TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2011, : 779 - 783

← 1 2 3 4 5 →