oracle inequality

Structure-Blind Signal Recovery NeurIPS 2016 Adaptive Recovery of Signals by Convex Optimization COLT 2015 Sharp Oracle Bounds for Monotone and Convex Regression Through Aggregation JMLR 2015 General Oracle Inequalities for Gibbs Posterior with Application to Ranking COLT 2013 Intersecting singularities for multi-structured estimation ICML 2013 Sparse Single-Index Model JMLR 2013 Variable Selection in High-Dimension with Random Designs and Orthogonal Matching Pursuit JMLR 2013 Estimation and Selection via Absolute Penalized Convex Minimization And Its Multistage Adaptive Applications JMLR 2012 Multi-task Regression using Minimal Penalties JMLR 2012 Nonparametric Reduced Rank Regression NeurIPS 2012 On the accuracy of l1-filtering of signals with block-sparse structure NeurIPS 2011 Optimal aggregation of affine estimators COLT 2011 Optimal learning rates for least squares SVMs using Gaussian kernels NeurIPS 2011 Oracle inequalities for computationally budgeted model selection COLT 2011 Graph-Valued Regression NeurIPS 2010 High Dimensional Inverse Covariance Matrix Estimation via Linear Programming JMLR 2010 Rate Minimaxity of the Lasso and Dantzig Selector for the Loss in Balls JMLR 2010 Data-driven calibration of linear estimators with minimal penalties NeurIPS 2009 Fast Learning from Non-i.i.d. Observations NeurIPS 2009 Fast Rates for Regularized Objectives NeurIPS 2008 Performance analysis for L\_2 kernel classification NeurIPS 2008 How SVMs can estimate quantiles and the median NeurIPS 2007 An Oracle Inequality for Clipped Regularized Risk Minimizers NeurIPS 2006 On the Rate of Convergence of Regularized Boosting Classifiers JMLR 2003