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Abstract:This paper shows how to use the Kohonen algorithm to represent multidimensional data, by exploiting the self-organizing property. It is possible to get such maps as well for quantitative variables as for qualitative ones, or for a mixing of both. The contents of the paper come from various works by SAMOS-MATISSE members, in particular by E. de Bodt, B. Girard, P. Letr\'{e}my, S. Ibbou, P. Rousset. Most of the examples have been studied with the computation routines written by Patrick Letr\'{e}my, with the language IML-SAS, which are available on the WEB page http://samos.univ-paris1.fr.
* Journal de la Soci\'{e}t\'{e} Fran\c{c}aise de Statistique 144
n°4 (2003) 67-106 * Article de synth\`{e}se sur les applications de l'algorithme de
Kohonen pour la visualisation et l'analyse de donn\'{e}es