Self Organizing Star (SOS) for health monitoring - Archive ouverte HAL
Communication Dans Un Congrès Année : 2010

Self Organizing Star (SOS) for health monitoring

Résumé

Self Organizing Maps (SOM) have been successfully applied in a lot of real world hard problems since their apparition. In this paper we present new topologies for SOM based on a planar graph. The design of a specific graph to encode prior information on the dataset topology is the central question addressed in this paper. In this context, star-shaped graphs are advocated for health monitoring applications, leading to a new kind of SOM that we denote by Self Organizing Star (SOS). Experiments using aircraft engine measurements show that SOS lead to meaningful and natural dataset representation.
Fichier principal
Vignette du fichier
esannV2.pdf (176.55 Ko) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-00446594 , version 1 (13-01-2010)

Identifiants

  • HAL Id : hal-00446594 , version 1

Citer

Etienne Côme, Marie Cottrell, Michel Verleysen, Jérôme Lacaille. Self Organizing Star (SOS) for health monitoring. European conference on artificial neural networks,, Apr 2010, Bruges, Belgium. pp.99-104. ⟨hal-00446594⟩
200 Consultations
107 Téléchargements

Partager

More