Multi-class SVMs: From Tighter Data-Dependent Generalization Bounds to Novel Algorithms.

Yunwen Lei Ürün Dogan Alexander Binder Marius Kloft

Published in: NIPS (2015)

Keyphrases

data dependent
generalization bounds
learning theory
generalization ability
energy functional
empirical risk minimization
risk bounds
linear classifiers
machine learning algorithms
vc dimension
machine learning
feature space
lower bound
model selection
learning machines
uniform convergence