← Keywords

statistical learning

350 papers

Explore in graph

Co-occurring keywords

learning theory (518) sample complexity (1158) generalization bound (649) convergence rate (606) empirical risk minimization (348) information theory (489) bayesian inference (1904) hypothesis testing (254) differential privacy (1010) statistical learning theory (82)

Papers

Controlling the False Discovery Rate of the Association/Causality Structure Learned with the PC Algorithm JMLR 2009
Sequential effects reflect parallel learning of multiple environmental regularities NIPS 2009
A Data-Driven Approach to Modeling Choice NIPS 2009
Consistency and Localizability JMLR 2009
Asymptotically Optimal Regularization in Smooth Parametric Models NIPS 2009
Rademacher Complexity Bounds for Non-I.I.D. Processes NIPS 2008
Performance analysis for L\_2 kernel classification NIPS 2008
Evidence Contrary to the Statistical View of Boosting JMLR 2008
Kernel Change-point Analysis NIPS 2008
The Tradeoffs of Large Scale Learning NIPS 2007
Progressive mixture rules are deviation suboptimal NIPS 2007
Non-parametric Modeling of Partially Ranked Data NIPS 2007
On the Representer Theorem and Equivalent Degrees of Freedom of SVR JMLR 2007
Testing for Homogeneity with Kernel Fisher Discriminant Analysis NIPS 2007
Statistical Analysis of Semi-Supervised Regression NIPS 2007
Consistent Minimization of Clustering Objective Functions NIPS 2007
Density Estimation under Independent Similarly Distributed Sampling Assumptions NIPS 2007
Geometric entropy minimization (GEM) for anomaly detection and localization NIPS 2006
AdaBoost is Consistent NIPS 2006
Active learning for misspecified generalized linear models NIPS 2006
Stability Properties of Empirical Risk Minimization over Donsker Classes JMLR 2006
Learning Minimum Volume Sets JMLR 2006
Analysis of Variance of Cross-Validation Estimators of the Generalization Error JMLR 2005
No Unbiased Estimator of the Variance of K-Fold Cross-Validation JMLR 2004
Machine Learning with Data Dependent Hypothesis Classes JMLR 2002