ON A MEASURE OF ORDERING IN SELF-ORGANIZING MAPS AND ITS APPLICATION

被引:0
|
作者
Hoshino, Mitsuhiro [1 ]
Kimura, Yutaka [1 ]
Kaku, Ikou [1 ]
机构
[1] Akita Prefectural Univ, Fac Syst Sci & Technol, Dept Management Sci & Engn, Akita, Japan
关键词
Self-organizing Maps; Ordering; STATES;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper deals with self-organizing map models referred to as Kohonen type algorithm. In self-organizing maps, it is easy to observe some practical and interesting properties in the relation between the geometric arrangement of the nods and the values of nodes. We shall be concerned with behavior of ordering and state preserving properties in self-organizing maps with one-dimensional array of nodes and inputs taking values in an inner product space. We give a numerical example as its application and estimate ordering by simulation approach.
引用
收藏
页码:587 / 591
页数:5
相关论文
共 50 条
  • [11] A dimension range representation (DRR) measure for self-organizing maps
    Clark, Stephanie
    Sisson, Scott. A.
    Sharma, Ashish
    PATTERN RECOGNITION, 2016, 53 : 276 - 286
  • [12] Structural enhanced information and its application to improved visualization of self-organizing maps
    Ryotaro Kamimura
    Applied Intelligence, 2011, 34 : 102 - 115
  • [13] Ordering process of self-organizing maps improved by asymmetric neighborhood function
    Takaaki Aoki
    Kaiichiro Ota
    Koji Kurata
    Toshio Aoyagi
    Cognitive Neurodynamics, 2009, 3 : 9 - 15
  • [14] Structural enhanced information and its application to improved visualization of self-organizing maps
    Kamimura, Ryotaro
    APPLIED INTELLIGENCE, 2011, 34 (01) : 102 - 115
  • [15] Ordering process of Self-Organizing Maps improved by asymmetric neighborhood function
    Aoki, Takaaki
    Ota, Kaiichiro
    Kurata, Koji
    Aoyagi, Toshio
    NEURAL INFORMATION PROCESSING, PART I, 2008, 4984 : 426 - +
  • [16] A simple learning algorithm for growing self-organizing maps and its application to the skeletonization
    Sasamura, H
    Saito, T
    PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, : 787 - 790
  • [17] Competing behavior of two kinds of self-organizing maps and its application to clustering
    Matsushita, Haruna
    Nishio, Yoshifumi
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2007, E90A (04) : 865 - 871
  • [18] Ordering process of self-organizing maps improved by asymmetric neighborhood function
    Aoki, Takaaki
    Ota, Kaiichiro
    Kurata, Koji
    Aoyagi, Toshio
    COGNITIVE NEURODYNAMICS, 2009, 3 (01) : 9 - 15
  • [19] Asymmetric neighborhood functions accelerate ordering process of self-organizing maps
    Ota, Kaiichiro
    Aoki, Takaaki
    Kurata, Koji
    Aoyagi, Toshio
    PHYSICAL REVIEW E, 2011, 83 (02)
  • [20] SOM of SOMs: Self-organizing map which maps a group of self-organizing maps
    Furukawa, T
    ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS, 2005, 3696 : 391 - 396