Ordering of self-organizing maps in multidimensional cases

被引：7
|
作者：
Huang, GB [1 ]
Babri, HA [1 ]
Li, HT [1 ]
机构：
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 2263, Singapore
来源：
NEURAL COMPUTATION | 1998年 / 10卷 / 01期
关键词：
D O I：
10.1162/089976698300017872
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
It has been proved that in one-dimensional cases, the weights of Kohonen's self-organizing maps (SOM) will become ordered with probability 1; once the weights are ordered, they cannot become disordered in future training. It is difficult to analyze Kohonen's SOMs in multidimensional cases; however, it has been conjectured that similar results seem to be obtainable in multidimensional cases. In this note, we show that in multidimensional cases, even though the weights are ordered at some time, it is possible that they become disordered in the future.
引用
收藏
页码：19 / 23
页数：5
相关论文
共 50 条
  • [41] Self-organizing maps with refractory period
    Neme, Antonio
    Mireles, Victor
    ARTIFICIAL NEURAL NETWORKS - ICANN 2007, PT 2, PROCEEDINGS, 2007, 4669 : 369 - +
  • [42] A NOTE ON SELF-ORGANIZING SEMANTIC MAPS
    BEZDEK, JC
    PAL, NR
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 1995, 6 (05): : 1029 - 1036
  • [43] SELF-ORGANIZING MAPS FOR INTERNAL REPRESENTATIONS
    RITTER, H
    PSYCHOLOGICAL RESEARCH-PSYCHOLOGISCHE FORSCHUNG, 1990, 52 (2-3): : 128 - 136
  • [44] A CHIP FOR SELF-ORGANIZING FEATURE MAPS
    RUPING, S
    GOSER, K
    RUCKERT, U
    IEEE MICRO, 1995, 15 (03) : 57 - 59
  • [45] Fuzzy Relational Self-Organizing Maps
    Khalilia, Mohammed
    Popescu, Mihail
    2012 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2012,
  • [46] Self-organizing maps of symbol strings
    Kohonen, T
    Somervuo, P
    NEUROCOMPUTING, 1998, 21 (1-3) : 19 - 30
  • [47] Hyperparameter selection for self-organizing maps
    Utsugi, A
    NEURAL COMPUTATION, 1997, 9 (03) : 623 - 635
  • [48] Monitoring Blockchains with Self-Organizing Maps
    Chawathe, Sudarshan S.
    2018 17TH IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS (IEEE TRUSTCOM) / 12TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING (IEEE BIGDATASE), 2018, : 1870 - 1875
  • [49] Topology preservation in self-organizing maps
    Kiviluoto, K
    ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 294 - 299
  • [50] Self-organizing maps for outlier detection
    Munoz, A
    Muruzabal, J
    NEUROCOMPUTING, 1998, 18 (1-3) : 33 - 60
12345