Developments and applications of the self-organizing map and related algorithms

被引：47
|
作者：
Kangas, J
Kohonen, T
机构：
[1] Helsinki University of Technology, Neural Networks Research Centre, FIN-02150, Espoo
来源：
MATHEMATICS AND COMPUTERS IN SIMULATION | 1996年 / 41卷 / 1-2期
关键词：
D O I：
10.1016/0378-4754(96)88223-1
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
In this paper the basic principles and developments of an unsupervised learning algorithm, the self-organizing map (SOM) and a supervised learning algorithm, the learning vector quantization (LVQ) are explained. Some practical applications of the algorithms in data analysis, data visualization and pattern recognition tasks are mentioned. At the end of the paper new results are reported about increased error tolerance in the transmission of vector quantized images, provided by the topological ordering of codewords by the SOM algorithm.
引用
收藏
页码：3 / 12
页数：10
相关论文
共 50 条
  • [1] Applications of the growing self-organizing map
    Villmann, T
    Bauer, HU
    NEUROCOMPUTING, 1998, 21 (1-3) : 91 - 100
  • [2] Engineering applications of the self-organizing map
    Kohonen, T
    Oja, E
    Simula, O
    Visa, A
    Kangas, J
    PROCEEDINGS OF THE IEEE, 1996, 84 (10) : 1358 - 1384
  • [3] New developments and applications of Self-Organizing Maps
    Kohonen, T
    INTERNATIONAL WORKSHOP ON NEURAL NETWORKS FOR IDENTIFICATION, CONTROL, ROBOTICS, AND SIGNAL/IMAGE PROCESSING - PROCEEDINGS, 1996, : 164 - 172
  • [4] The self-organizing map
    Kohonen, T
    NEUROCOMPUTING, 1998, 21 (1-3) : 1 - 6
  • [5] The self-organizing map
    Helsinki University of Technology, Neural Networks Res. Ctr., P.O. B., FIN-02015 HUT, Finland
    Neurocomputing, 1-3 (1-6):
  • [6] THE SELF-ORGANIZING MAP
    KOHONEN, T
    PROCEEDINGS OF THE IEEE, 1990, 78 (09) : 1464 - 1480
  • [7] Fusion of self-organizing map and granular self-organizing map for microblog summarization
    Naveen Saini
    Sriparna Saha
    Sahil Mansoori
    Pushpak Bhattacharyya
    Soft Computing, 2020, 24 : 18699 - 18711
  • [8] Fusion of self-organizing map and granular self-organizing map for microblog summarization
    Saini, Naveen
    Saha, Sriparna
    Mansoori, Sahil
    Bhattacharyya, Pushpak
    SOFT COMPUTING, 2020, 24 (24) : 18699 - 18711
  • [9] The Possibility of Kohonen Self-Organizing Map Applications in Medicine
    Tuckova, Jana
    2013 IEEE 11TH INTERNATIONAL WORKSHOP OF ELECTRONICS, CONTROL, MEASUREMENT, SIGNALS AND THEIR APPLICATION TO MECHATRONICS (ECMSM), 2013,
  • [10] Reproduction strategy based on self-organizing map for genetic algorithms
    Kubota, Ryosuke
    Horio, Keiichi
    Yamakawa, Takeshi
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2005, 1 (04): : 595 - 607
12345