Self-organizing maps and unsupervised classification

Neural Networks: Methodology and Applications

Volumn , Issue , 2005, Pages 379-442

  Badran, F ^a   Yacoub, M ^b   Thiria, S ^c  

^a ZIRST   (France)

^b University of Paris Cité   (France)

^c UNIVERSITÉ PIERRE ET MARIE CURIE   (France)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 56349125523     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1007/3-540-28847-3_7     Document Type: Chapter

References (21)

1. Anouar F., Badran F., Thiria S. [1997], Self Organized Map, A Probabilistic Approach, Proceedings of the Workshop on Self-Organized Maps, Helsinki University of Technology, Espoo, Finlande, 4-6 juin 1997.
2. Bock H.H. [1996], Probabilistic Models in Data Analysis, Computational Statistics and Data Analysis, 23, pp 5-28.
3. Bock H.H. [1998], Clustering and neural networks, in Rizzi et al. (ed.), Advances in data science and classification, Springer verlag, pp 265-278.
4. Cerkassky Y., Larmnajafi H [1991], Constrained topological mapping for non parametric regression analysis, Neural Network, vol. 4, pp 27-40.
5. Dempster A.P., Laird N. M., Rubin D. [1977], Maximum Likelihood from incomplete data via the E.M. algorithm, Journal of the Royal Statistical Society, 39, pp 1-38.
6. Didday E., Simon J.C. [1976], Clustering Analysis, in Digital Pattern Recognition, K.S. Fu, Springer verlag.
7. Duda R.O., Hart P.E. [1973], Pattern Classification and Scene Analysis, John Wiley.
8. Fritzke B. [1995], A growing Neural Gaz Network learns topology, D.S. Touretzky and T.K. Leen (editors), Advanced in Neural Information Processing Systems 7, MIT Press, Cambridge MA.
9. Gaul W., Opitz O., Schader M. (ed.) [2000], Data Analysis Scientific Modeling and Practical Application, Springer.
10. Jain A.K., Dubes R.C. [1988], Algorithms for Clustering Data, Prentice Hall.
11. Kaski S., Honkela T., Lagus K., Kohonen T. [1998], WEBSOM-self-organizing maps of document collections, Neurocomputing, vol. 21, pp 101-117.
12. Kaski S., Kangas J., Kohonen T. [1998], Bibliography of self organizing map (SOM) papers 1981-1997, Neural Computing Survey, vol. 1, pp 102-350. On peut trouver cet article a l'adresse: http://www.icsi.berkeley.edu/∼JAGOTA/ncs/.
13. nd ed. 1988).
14. Kohonen T., Kaski S., Lagus K., Salojrvi J., Honkela J., Paatero V., Saarela A. [2000], Self organization of a massive document collection, IEEE transaction on neural networks, vol. 11, no 3.
15. rd edition.
16. Luttrel S.P. [1994], A bayesian analysis of self-organizing maps, Neural Comput, 6.
17. Murtagh F. [1985], A survey of algorithms for contiguity-constrained clustering and related problems, The Computer Journal, vol. 28, pp 82-88.
18. Oja E., Kaski S. [1999], Kohonen Maps, Elsevier.
19. Vichi M., Bock H.H. [1998], Advances in Data Science and Classification, Springer, Heidelberg, pp 397-402.
20. Von der Malsburg C. [1973], Kybernetik 14, 85.
21. Yacoub M., Badran F., Thiria S. [2001], Topological Hierarchical Clustering : Application to Ocean Color Classification, ICANN'2001, Springer 2001, pp 492-499.