← Optimization & Theory
Machine Learning › Optimization & Theory ›

Statistical Learning

4076 directly classified papers

Papers per year

Papers

Statistical Analysis of Some Multi-Category Large Margin Classification Methods JMLR 2004
Computable Shell Decomposition Bounds JMLR 2004
No Unbiased Estimator of the Variance of K-Fold Cross-Validation JMLR 2004
The Sample Complexity of Exploration in the Multi-Armed Bandit Problem JMLR 2004
A Compression Approach to Support Vector Model Selection JMLR 2004
Support Vector Machine Soft Margin Classifiers: Error Analysis JMLR 2004
Bias-Variance Analysis of Support Vector Machines for the Development of SVM-Based Ensemble Methods JMLR 2004
Comparing Bayes Model Averaging and Stacking When Model Approximation Error Cannot be Ignored JMLR 2003
Overfitting in Making Comparisons Between Variable Selection Methods JMLR 2003
Ranking a Random Feature for Variable and Feature Selection JMLR 2003
Overlearning in Marginal Distribution-Based ICA: Analysis and Solutions JMLR 2003
A Maximum Likelihood Approach to Single-channel Source Separation JMLR 2003
Learning Probabilistic Models: An Expected Utility Maximization Approach JMLR 2003
Generalization Error Bounds for Bayesian Mixture Algorithms JMLR 2003
Feature Extraction by Non-Parametric Mutual Information Maximization JMLR 2003
Concentration Inequalities for the Missing Mass and for Histogram Rule Error JMLR 2003
Stability and Generalization JMLR 2002
Kernel Independent Component Analysis JMLR 2002
The Subspace Information Criterion for Infinite Dimensional Hypothesis Spaces JMLR 2002
On Using Extended Statistical Queries to Avoid Membership Queries JMLR 2002
Machine Learning with Data Dependent Hypothesis Classes JMLR 2002
The Learning-Curve Sampling Method Applied to Model-Based Clustering JMLR 2002
Using Confidence Bounds for Exploitation-Exploration Trade-offs JMLR 2002
Rademacher and Gaussian Complexities: Risk Bounds and Structural Results JMLR 2002
Classes of Kernels for Machine Learning: A Statistics Perspective JMLR 2001