Elagage d'un perceptron multicouches : utilisation de l'analyse de la variance de la sensibilité des paramètres

Abstract : The stucture determination of a neural network for the modelisation of a system remain the core of the problem. Within this framework, we propose a pruning algorithm of the network based on the use of the analysis of the sensitivity of the variance of all the parameters of the network. This algorithm will be tested on two examples of simulation and its performances will be compared with three other algorithms of pruning of the literature
Complete list of metadatas

Cited literature [10 references]  Display  Hide  Download

https://hal.archives-ouvertes.fr/hal-00320832
Contributor : Philippe Thomas <>
Submitted on : Thursday, December 4, 2008 - 10:04:03 AM
Last modification on : Thursday, January 11, 2018 - 6:17:33 AM
Long-term archiving on: Friday, June 4, 2010 - 11:14:28 AM

File

CIFA_08_pruning_HAL.pdf
Files produced by the author(s)

Identifiers

  • HAL Id : hal-00320832, version 1
  • ARXIV : 0812.0882

Collections

Citation

Philippe Thomas, André Thomas. Elagage d'un perceptron multicouches : utilisation de l'analyse de la variance de la sensibilité des paramètres. 5ème Conférence Internationale Francophone d'Automatique, CIFA'2008, Sep 2008, Bucarest, Roumanie. pp.CDROM. ⟨hal-00320832⟩

Share

Metrics

Record views

150

Files downloads

480