Summary: Motivation Contributions
Fast learning rates for plug-in classifiers under
the margin condition
Jean-Yves Audibert1 Alexandre B. Tsybakov2
1Certis
ParisTech - Ecole des Ponts, France
2LPMA
Université Pierre et Marie Curie, France
Empirical Processes and Asymptotic Statistics, 2007
Motivation Contributions
Outline
1 Motivation
A standard statistical learning task
Complexity and margin assumptions
2 Contributions
A powerful way to exploit the margin assumption for
plug-in rules
Locally polynomial estimators
Plugged locally polynomial estimators
Motivation Contributions

Source: Audibert, Jean-Yves - Département d'Informatique, École Normale Supérieure

Collections: Computer Technologies and Information Sciences