conftrace_
← Keywords

learning theory

518 papers

Explore in graph

Co-occurring keywords

generalization bound (649) sample complexity (1158) statistical learning (350) neural network (6616) online learning (1770) gradient descent (1143) stochastic gradient descent (1088) empirical risk minimization (348) convergence rate (606) pac learning (280)

Papers

The Tradeoffs of Large Scale Learning NIPS 2007
Learnability of Gaussians with Flexible Variances JMLR 2007
VC Theory of Large Margin Multi-Category Classifiers JMLR 2007
Unlabeled Compression Schemes for Maximum Classes JMLR 2007
Stability Properties of Empirical Risk Minimization over Donsker Classes JMLR 2006
Tighter PAC-Bayes Bounds NIPS 2006
Learnability and the doubling dimension NIPS 2006
PAC-Bayes Bounds for the Risk of the Majority Vote and the Variance of the Gibbs Classifier NIPS 2006
On Transductive Regression NIPS 2006
AdaBoost is Consistent NIPS 2006
Shifting, One-Inclusion Mistake Bounds and Tight Multiclass Expected Risk Bounds NIPS 2006
Stability of $K$-Means Clustering NIPS 2006
Asymptotics in Empirical Risk Minimization JMLR 2005
Learning from Examples as an Inverse Problem JMLR 2005
Universal Algorithms for Learning Theory Part I : Piecewise Constant Functions JMLR 2005
Generalization Error Bounds for Threshold Decision Lists JMLR 2004
Optimality of Universal Bayesian Sequence Prediction for General Loss and Alphabet JMLR 2003
On the Size of Convex Hulls of Small Sets JMLR 2001