Global Model Selection via Solution Paths for Robust Support Vector Machine

Robust support vector machine (RSVM) using ramp loss provides a better generalization performance than traditional support vector machine (SVM) using hinge loss. However, the good performance of RSVM heavily depends on the proper values of regularization parameter and ramp parameter. Traditional mod...

Description complète

Détails bibliographiques
Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - PP(2023) vom: 25. Dez.
Auteur principal: Zhai, Zhou (Auteur)
Autres auteurs: Gu, Bin, Deng, Cheng, Huang, Heng
Format: Article en ligne
Langue:English
Publié: 2023
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article