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Statistics

684 papers

Papers per year

1
11
12
46
39
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Papers

Volume Regularization for Binary Classification NIPS 2012
Learning High-Density Regions for a Generalized Kolmogorov-Smirnov Test in High-Dimensional Data NIPS 2012
Structure estimation for discrete graphical models: Generalized covariance matrices and their inverses NIPS 2012
Dimensionality Dependent PAC-Bayes Margin Bound NIPS 2012
Fused sparsity and robust estimation for linear models with unknown variance NIPS 2012
Tight Bounds on Profile Redundancy and Distinguishability NIPS 2012
Best Arm Identification: A Unified Approach to Fixed Budget and Fixed Confidence NIPS 2012
Ensemble weighted kernel estimators for multivariate entropy estimation NIPS 2012
Semiparametric Principal Component Analysis NIPS 2012
Transelliptical Graphical Models NIPS 2012
Smooth-projected Neighborhood Pursuit for High-dimensional Nonparanormal Graph Estimation NIPS 2012
Exponential Concentration for Mutual Information Estimation with Application to Forests NIPS 2012
Assessing Blinding in Clinical Trials NIPS 2012
Optimal kernel choice for large-scale two-sample tests NIPS 2012
Transelliptical Component Analysis NIPS 2012
Density-Difference Estimation NIPS 2012
AIC and BIC based approaches for SVM parameter value estimation with RBF kernels ACML 2012
Bayesian Comparison of Machine Learning Algorithms on Single and Multiple Datasets AISTATS 2012
Testing for Membership to the IFRA and the NBU Classes of Distributions AISTATS 2012
The Optimality of Jeffreys Prior for Online Density Estimation and the Asymptotic Normality of Maximum Likelihood Estimators COLT 2012
L1 Covering Numbers for Uniformly Bounded Convex Functions COLT 2012
Rare Probability Estimation under Regularly Varying Heavy Tails COLT 2012
Kernels Based Tests with Non-asymptotic Bootstrap Approaches for Two-sample Problems COLT 2012
Private Convex Empirical Risk Minimization and High-dimensional Regression COLT 2012
Divergences and Risks for Multiclass Experiments COLT 2012