Research on some problems in the Kohonen SOM algorithm

Proceedings of 2002 International Conference on Machine Learning and Cybernetics

Volumn 3, Issue , 2002, Pages 1279-1282

  He, Ying ^a   Feng, Tian Jin ^a   Cao, Jun Kuo ^a   Ding, Xiang Qian ^b   Zhou, Ying Hui ^c  

^a OCEAN UNIVERSITY OF CHINA   (China)

^b University of Qingdao   (China)

^c Center for Information   (China)

Author keywords

Initial weights; Self organization map (SOM); Topographic map

Indexed keywords

ALGORITHMS; CALCULATIONS; FUNCTIONS; MATRIX ALGEBRA; STATISTICAL METHODS; TWO DIMENSIONAL; VECTORS;

GAUSSIAN FUNCTION; INITIAL WEIGHTS; KOHONEN SELF ORGANIZING MAP ALGORITHM; TOPOGRAPHIC MAP;

SELF ORGANIZING MAPS;

EID: 0036925621     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. Lane Owesly, Les Atlas, and Gary Berland. "Self-Organizing Feature Maps with perfect organization". Proceedings of the IEEE.
2. M.Cotrell, J.C.Fort, G Pages. "Two or three things that we know about the Kohonen algorithm"
3. Simon Haykin, Neural Networks: A Comprehensive Foundation, Second edition, Prentice-Hall, Inc. 1999. 452-454
4. T.Kohonen. "The Self-Organizing Map", Proceedings of the IEEE, 1990. Vol.79, pp.1464.
5. Z. X. Zhang etc al, Neuro-fuzzy and soft computing, 2000, Xi'an Jiaotong University Press.
6. T. Kohonen, S. Kashi, K. Lagus, J. Salojarvi, J. Honkela, V. Paatero, and A. Saarela, "Self Organization of a Massive Document Collection", IEEE Transaction on Neural Networks, May 2000, Vol.11, No.3, pp.574-585
7. Kaski.S, "Data exploration using self-organizing maps", "Mathematics, Computing and Management in Engineering Series", NO. 82, Espoo 1997, pp:57.
8. Juha Vesanto,Esa Alhoniemi, "Clustering of the Self-Organizing Map", IEEE Transactions on Neural Network, Vol.8, No.2. 1998