Kernel-based SOM classification in input space

Tien Tzu Hsueh Pao/Acta Electronica Sinica

Volumn 32, Issue 2, 2004, Pages 227-231

  Pan, Zhi Song ^a   Chen, Song Can ^a,b   Zhang, Dao Qiang ^a  

^a NANJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS   (China)

^b INSTITUTE OF AUTOMATION   (China)

Author keywords

Classification; Kernel method; SOM

Indexed keywords

ALGORITHMS; BENCHMARKING; CLASSIFICATION (OF INFORMATION); DATA MINING; DATA PROCESSING; FUNCTIONS;

EUCLIDEAN NORM; FEATURE SPACE; INPUT SAMPLE SPACE; KERNEL FUNCTIONS; KERNEL METHOD; KERNEL SELF ORGANIZING MAPS; METRIC OF DISTANCE;

SELF ORGANIZING MAPS;

EID: 2942672559     PISSN: 03722112     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (11)

1. Simon Haykin. Neural Networks: A Comprehensive Foundation[M]. Beijing: Tsinghua Univ. of Press, 2001, 443-483.
2. Scholkopf B, Burges C J, Smola A J. Advances in Kernel Methods Support Vector Learning[M]. Cambridge, MA, The MIT Press, 1999.
3. Scholkopf B, Smola A J, Muller K R. Nonlinear component analysis as a kernel eigenvalue problem[J]. Neural Computation, 1998, 10(5): 1299-1319.
4. Donald MacDonald, Colin Fyfe.The Kernel Self Organising Map[A/OL]. http://cispaisley.ac.uk/fyfe-ciO/kernel/kmeans.ps, 2000.
5. Andreas Nurnberger, Marcin Detyniecki. Visualizing changes in data collections using growing self-organizing maps[A]. International Joint Conference on Neural Networks (UCNN 2002)[C]. Honolulu, Hawaii, USA, 2002. 1912-1917.
6. SOMTOOLBOX[CP/OL]. http://www.cis.hut.fi/projects/somtool-box/.
7. UCI repository of machine learning databases[DB/OL]. http://www.ics.uci.edu/-mlearn/MLRository.html.
8. Kraaijveld M A, Mao J, Jain A K. A nonlinear projection method based on kohonen's topology preserving maps[J]. IEEE Transactions on Neural Networks, 1995, 6(3): 548-559.
9. Kadir L. Robust error measure for supervised neural network learning with outliers[J]. IEEE Trans. Neural Network, 1996, 7(1): 246-250.
10. Peter Andras. Kernel-kohonen networks[J]. International Journal of Neural Systems, 2002, 12(2): 117-135.