Self-Organizing map with false-neighbor degree between neurons for effective self-organization

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

Volumn E91-A, Issue 6, 2008, Pages 1463-1469

  Matsushita, Haruna ^a   Nishio, Yoshifumi ^a  

^a UNIVERSITY OF TOKUSHIMA   (Japan)

Author keywords

Clustering; Feature extraction; Self organizing maps; Visualization

Indexed keywords

CONFORMAL MAPPING; FEATURE EXTRACTION; FLOW VISUALIZATION; INPUT OUTPUT PROGRAMS;

CLUSTERING; FALSE NEIGHBORS; INPUT DATAS; REAL-WORLD; SELF ORGANIZATIONS;

SELF ORGANIZING MAPS;

EID: 77956009422     PISSN: 09168508     EISSN: 17451337     Source Type: Journal    
DOI: 10.1093/ietfec/e91-a.6.1463     Document Type: Article

References (9)

1. J. Vesanto and E. Alhoniemi, "Clustering of the self-organizing map,"IEEE Trans. Neural Netw., vol .11, no.3, pp. 586-600, 2002.
2. T. Kohonen, Self-organizing Maps, Berlin, Springer, 1995.
3. B. Fritzke, "Growing grid-A self-organizing network with constantneighborhood range and adaptation strength," Neural Processing Letters, vol.2, no.5, pp. 9-13, 1995.
4. L. Xu, A. Krzyzak, and E. Oja, "Rival penalized competitive learning for clustering analysis, RBF net, and curve detection," IEEE Trans .Neural Netw., vol.4, no.4, pp. 636-649, 1993.
5. Y. Cheung and L. Law, "Rival-model penalized self-organizing map," IEEE Trans. Neural Netw., vol.18, no.1, pp. 289-295, 2007.
6. A. Ultsch, "Clustering with SOM: U*C," Proc. Workshop on Self-Organizing Maps, pp. 75-82, 2005.
7. K. Kiviluoto, "Topology preservation in self-organizing maps," Proc. International Conference on Neural Networks, pp . 294-299, 1996.
8. D.J. Newman, S. Hettich, C.L. Blake, and C.J. Merz, UCI Repository of Machine Learning Database, 1998, http://www.ics.uci.edu/~mlearn/MLRepository. html
9. R.A. Fisher, "The use of multiple measurements in taxonomic problems," Annual Eugenics, no.7, part II, pp. 179-188, 1936.