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
  • [41] Controlling Relations between the Individuality and Collectivity of Neurons and its Application to Self-Organizing Maps
    Ryotaro Kamimura
    Neural Processing Letters, 2013, 38 : 177 - 203
  • [42] Information-theoretic enhancement learning and its application to visualization of self-organizing maps
    Kamimura, Ryotaro
    NEUROCOMPUTING, 2010, 73 (13-15) : 2642 - 2664
  • [43] ACCUMULATIVE INFORMATION ENHANCEMENT IN THE SELF-ORGANIZING MAPS AND ITS APPLICATION TO THE ANALYSIS OF MISSION STATEMENTS
    Kitajima, Ryozo
    Kamimura, Ryotaro
    JOURNAL OF ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING RESEARCH, 2015, 5 (03) : 161 - 176
  • [44] Fuzzy optimized self-organizing maps and their application to document clustering
    Romero, Francisco P.
    Peralta, Arturo
    Soto, Andres
    Olivas, Jose A.
    Serrano-Guerrero, Jesus
    SOFT COMPUTING, 2010, 14 (08) : 857 - 867
  • [45] SELF-ORGANIZING FEATURE MAPS AND THEIR APPLICATION TO DIGITAL CODING OF INFORMATION
    IZQUIERDO, AC
    SUEIRO, JC
    MENDEZ, JAH
    LECTURE NOTES IN COMPUTER SCIENCE, 1991, 540 : 401 - 408
  • [46] Application of self-organizing maps in analysis of wave soldering process
    Liukkonen, M.
    Havia, E.
    Leinonen, H.
    Hiltunen, Y.
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) : 4604 - 4609
  • [47] Application of Self-organizing Maps in Functional Magnetic Resonance Imaging
    Campelo, Anderson
    Farias, Valcir
    Rocha, Marcus
    Tavares, Heliton
    Pereira, Antonio
    ARTIFICIAL NEURAL NETWORKS AND INTELLIGENT INFORMATION PROCESSING, 2010, : 72 - 80
  • [48] Fuzzy optimized self-organizing maps and their application to document clustering
    Francisco P. Romero
    Arturo Peralta
    Andres Soto
    Jose A. Olivas
    Jesus Serrano-Guerrero
    Soft Computing, 2010, 14 : 857 - 867
  • [49] Application of Self-Organizing Maps to the Stock Exchange Data Analysis
    Kossakowski, Piotr
    Bilski, Piotr
    2015 IEEE 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS: TECHNOLOGY AND APPLICATIONS (IDAACS), VOLS 1-2, 2015, : 208 - 213
  • [50] Application of kernel self-organizing maps in gearbox condition monitoring
    Liao, Guanglan
    Shi, Tielin
    Zhang, Guicai
    2003, Journal of Mechanical Strength (25):