Information Visualization and Analysis for Knowledge Discovery: Using a Multi Self-Organizing Mapping

Claire François 1 Xavier Polanco 1 Jean-Charles Lamirel 2
1 URI - University of Rhode Island
2 CORTEX - Neuromimetic intelligence
INRIA Lorraine, LORIA - Laboratoire Lorrain de Recherche en Informatique et ses Applications
Abstract : We present a Kohonen-based self-organizing multi-map algorithm. It is called MultiSOM. Firstly, we consider the unsupervised competitive learning mode of mapping data. We examine the naming of classes and the division of the global map into logical areas. We expose the two extended capabilities of the MultiSOM: generalization and inter-map communication mechanisms. Next, we show how the MultiSOM is used for supporting the human analysts advantage in their knowledge discovery achievements. A case study emphasizes the inter-map communication process. The data are a set of patents on transgenic plants technology. We also show that the inter-map communication mechanism provides support for watching the plants on which patented genetic technology works. It is the source map. The other four related maps provide information about the plant parts that are concerned, the target pathology, the transgenic techniques used for making these plants resistant, and finally the firms involved in genetic engineering and patenting.
Mots-clés : cartes auto-organisatrice patent analysis self-organizing map extended model data mining modèle étendu fouille de données analyse de brevets
Type de document :
Communication dans un congrès
4th PKDD Conference : Workshop on Machine Learning & Textual Information Access, 2000, Lyon, France, 12 p, 2000
Liste complète des métadonnées
https://hal.inria.fr/inria-00099281
Contributeur : Publications Loria <>
Soumis le : mardi 26 septembre 2006 - 08:52:23
Dernière modification le : jeudi 11 janvier 2018 - 06:19:48

Identifiants

  • HAL Id : inria-00099281, version 1

Collections

INRIA | LORIA | UNIV-LORRAINE

Citation

Claire François, Xavier Polanco, Jean-Charles Lamirel. Information Visualization and Analysis for Knowledge Discovery: Using a Multi Self-Organizing Mapping. 4th PKDD Conference : Workshop on Machine Learning & Textual Information Access, 2000, Lyon, France, 12 p, 2000. 〈inria-00099281〉

Exporter

BibTeX TEI DC DCterms EndNote

Partager

Métriques

Consultations de la notice

175

Contact


archive-ouverte@inria.fr