Deutsch
 
Hilfe Datenschutzhinweis Impressum
  DetailsucheBrowse

Datensatz

 
 
DownloadE-Mail
  Bound on the Leave-One-Out Error for 2-Class Classification using nu-SVMs

Gretton, A., Herbrich R, Schölkopf, B., & Rayner, P.(2001). Bound on the Leave-One-Out Error for 2-Class Classification using nu-SVMs.

Item is

Externe Referenzen

einblenden:

Urheber

einblenden:
ausblenden:
 Urheber:
Gretton, A1, Autor           
Herbrich R, Schölkopf, B1, Autor           
Rayner, PJW, Autor
Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              

Inhalt

einblenden:
ausblenden:
Schlagwörter: -
 Zusammenfassung: Three estimates of the leave-one-out error for nu-support vector (SV) machine binary classifiers are presented. Two of the estimates are based on the geometrical concept of the em span, which was introduced in the context of bounding the leave-one-out error for C-SV machine binary classifiers, while the third is based on optimisation over the criterion used to train the nu-support vector classifier. It is shown that the estimates presented herein provide informative and efficient approximations of the generalisation behaviour, in both a toy example and benchmark data sets. The proof strategies in the nu-SV context are also compared with those used to derive leave-one-out error estimates in the C-SV case.

Details

einblenden:
ausblenden:
Sprache(n):
 Datum: 2001
 Publikationsstatus: Erschienen
 Seiten: -
 Ort, Verlag, Ausgabe: -
 Inhaltsverzeichnis: -
 Art der Begutachtung: -
 Identifikatoren: BibTex Citekey: 1854
 Art des Abschluß: -

Veranstaltung

einblenden:

Entscheidung

einblenden:

Projektinformation

einblenden:

Quelle

einblenden: