Clustering high-dimensional data using growing SOM

Lecture Notes in Computer Science

Volumn 3497, Issue II, 2005, Pages 63-68

  Zhou, Junlin ^a   Fu, Yan ^a  

^a UNIVERSITY OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA   (China)

Author keywords

[No Author keywords available]

Indexed keywords

DATA MINING; ERROR ANALYSIS; MATHEMATICAL MODELS; PROBABILITY DISTRIBUTIONS; SAMPLING; SET THEORY;

DATA MODEL; HIGH-DIMENSIONAL DATA; MAXIMAL QUANTIZATION ERROR (MQE); NETWORK STRUCTURE;

SELF ORGANIZING MAPS;

EID: 24944513966     PISSN: 03029743     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1007/11427445_11     Document Type: Conference Paper

References (7)

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2. Kaski, S., Kangas, J., Kohonen, T.: Bibliography of Self-Organizing Map (SOM) Papers: 1981-1997. Neural Compute Surveys, 1 (1998) 1-176
3. Alahakoon, D., Halgarmuge, S.K., Srinivasan, B.: Dynamic Self-Organizing Maps with Controlled Growth for Knowledge Discovery. IEEE Transactions on Neural Networks, 11 (2000) 601-614
4. Fritzke, B.: Growing Grid A Self-Organizing Network with Constant Neighborhood Range and Adaption Strength. Neural Processing Letters, 2 (1995) 9-13
5. Davison, ML.: Mulidimensional Scaling. John Wiley and Sons, New York (1983)
6. Suganthan, P.N.: Hierarchical Overlapped SOM's for Pattern Classification. IEEE Transactions on Neural Networks, 10 (1999) 193-196
7. Rauber, A., Merkl, D., Dittenach, M.: The Growing Hierarchical Self-organizing Map: Exploratory Analysis of High-dimensional Data. IEEE Transactions on Neural Networks, 13 (2002) 1331-1341