conftrace_

oracle inequality

46 papers

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Co-occurring keywords

model selection (456) support vector machine (978) kernel methods (1097) oracle inequalities (6) convex optimization (1321) kernel ridge regression (111) learning rate (192) high-dimensional regression (142) concentration inequality (81) convergence rate (607)

Papers

Sharp Oracle Bounds for Monotone and Convex Regression Through Aggregation JMLR 2015
Adaptive Recovery of Signals by Convex Optimization COLT 2015
Variable Selection in High-Dimension with Random Designs and Orthogonal Matching Pursuit JMLR 2013
Intersecting singularities for multi-structured estimation ICML 2013
General Oracle Inequalities for Gibbs Posterior with Application to Ranking COLT 2013
Sparse Single-Index Model JMLR 2013
Multi-task Regression using Minimal Penalties JMLR 2012
Nonparametric Reduced Rank Regression NIPS 2012
Estimation and Selection via Absolute Penalized Convex Minimization And Its Multistage Adaptive Applications JMLR 2012
Optimal learning rates for least squares SVMs using Gaussian kernels NIPS 2011
Oracle inequalities for computationally budgeted model selection COLT 2011
Optimal aggregation of affine estimators COLT 2011
On the accuracy of l1-filtering of signals with block-sparse structure NIPS 2011
Graph-Valued Regression NIPS 2010
High Dimensional Inverse Covariance Matrix Estimation via Linear Programming JMLR 2010
Fast Learning from Non-i.i.d. Observations NIPS 2009
Data-driven calibration of linear estimators with minimal penalties NIPS 2009
Performance analysis for L\_2 kernel classification NIPS 2008
How SVMs can estimate quantiles and the median NIPS 2007
An Oracle Inequality for Clipped Regularized Risk Minimizers NIPS 2006
On the Rate of Convergence of Regularized Boosting Classifiers JMLR 2003