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684 papers

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Papers

Empirical Bernstein Inequalities for U-Statistics NIPS 2010
Multi-Stage Dantzig Selector NIPS 2010
Collaborative Filtering via Rating Concentration AISTATS 2010
On the relation between universality, characteristic kernels and RKHS embedding of measures AISTATS 2010
AUC optimization and the two-sample problem NIPS 2009
The Wisdom of Crowds in the Recollection of Order Information NIPS 2009
Correlation Coefficients are Insufficient for Analyzing Spike Count Dependencies NIPS 2009
A Fast, Consistent Kernel Two-Sample Test NIPS 2009
Thresholding Procedures for High Dimensional Variable Selection and Statistical Estimation NIPS 2009
Data-driven calibration of linear estimators with minimal penalties NIPS 2009
Efficient Moments-based Permutation Tests NIPS 2009
Lower bounds on minimax rates for nonparametric regression with additive sparsity and smoothness NIPS 2009
Asymptotic Analysis of MAP Estimation via the Replica Method and Compressed Sensing NIPS 2009
Inferring rankings under constrained sensing NIPS 2008
An improved estimator of Variance Explained in the presence of noise NIPS 2008
On Bootstrapping the ROC Curve NIPS 2008
On the Complexity of Linear Prediction: Risk Bounds, Margin Bounds, and Regularization NIPS 2008
Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \boldmath$\ell_1$-regularized MLE NIPS 2008
Empirical performance maximization for linear rank statistics NIPS 2008
On Ranking in Survival Analysis: Bounds on the Concordance Index NIPS 2007
Testing for Homogeneity with Kernel Fisher Discriminant Analysis NIPS 2007
A Unified Near-Optimal Estimator For Dimension Reduction in $l_\alpha$ ($0<\alpha\leq 2$) Using Stable Random Projections NIPS 2007
Estimating divergence functionals and the likelihood ratio by penalized convex risk minimization NIPS 2007
Optimal ROC Curve for a Combination of Classifiers NIPS 2007
Stability Bounds for Non-i.i.d. Processes NIPS 2007