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1 CORTEX - Neuromimetic intelligence INRIA Lorraine, LORIA - Laboratoire Lorrain de Recherche en Informatique et ses Applications

Abstract : This paper presents a new hybrid learning algorithm for unsupervised classification tasks.
We combined Fuzzy c-means learning and the supervised version of Minimerror to develop a hybrid incremental strategy allowing unsupervised classifications.
We applied this new approach to a real-world database in order to know if the information contained in unlabeled signals of a Geographic Information System GIS, allow to well classify it.
Finally, we compared our results to a classical classification obtained by a multilayer perceptron.


Mots-clés : geographic information system minimerror hybrid method classification unsupervised learning méthode hybride apprentissage non supervisée système d-information géographique





Author: Torres-Moreno Juan-Manuel - Laurent Bougrain - Frédéric Alexandre -

Source: https://hal.archives-ouvertes.fr/



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