Independence Model estimation using Artificial Evolution - Laboratoire Interdisciplinaire des Sciences du Numérique Access content directly
Conference Papers Year : 2010

Independence Model estimation using Artificial Evolution

Olivier Barrière
  • Function : Author
  • PersonId : 989588
Evelyne Lutton
Pierre-Henri Wuillemin


In this paper, we consider a Bayesian network structure estimation problem as a two step problem based on an independence model representation. We first perform an evolutionary search for an approximation of an independence model. A deterministic algorithm is then used to deduce a Bayesian network which represents the equivalence class of the independence model. This paper is a shortened version of a paper that has been published in a genetic algorithms conference [2].
Fichier principal
Vignette du fichier
BLW-JFRB2010.pdf (327.66 Ko) Télécharger le fichier
BLW-JFRB2010-Final.pdf (274.43 Ko) Télécharger le fichier

Dates and versions

hal-00467586 , version 1 (04-05-2010)


  • HAL Id : hal-00467586 , version 1


Olivier Barrière, Evelyne Lutton, Pierre-Henri Wuillemin. Independence Model estimation using Artificial Evolution. 5èmes Journées Francophones sur les Réseaux Bayésiens (JFRB2010), May 2010, Nantes, France. ⟨hal-00467586⟩
115 View
219 Download


Gmail Facebook X LinkedIn More