Sensitivity indexes with dependent correlated inputs, using a method based on PLS regression.
The sivipm R package computes total and individual sensitivity indices, significant components, and confidence intervals for the total sensitivity indices. The total and individual sensitivity indices are calculated using a method based on the VIP of the PLS regression, proposed by J.P. Gauchi. The significant components are calculated by the SIMCA software rule and by the Lazraq & Cléroux test. The confidence intervals for the total sensitivity indices are determined by the bootstrap method.
Mots clés
Lien vers l'élément du SI MIA
http://genome.jouy.inra.fr/logiciels/sivipm Informations générales
Informations spécifiques
Langage(s) d'interface
N° de version courante
V1.1-3 Date de la version courante
OS supporté
Type de licence
Etat
Développement arrêté Auteur(s)
Gauchi Jean-Pierre
Bouvier Annie
Contact
Jean-Pierre.gauchi@inra.fr
Publication de référence
Informations complémentaires
sivipm est aussi disponible sur le site du CRAN : http://CRAN.R-project.org/package=sivipm