lasso regression

Guaranteed Sparse Recovery under Linear Transformation ICML 2013 Lasso Screening Rules via Dual Polytope Projection NeurIPS 2013 Model Selection for High-Dimensional Regression under the Generalized Irrepresentability Condition NeurIPS 2013 The Bigraphical Lasso ICML 2013 The lasso, persistence, and cross-validation ICML 2013 A Comparison of the Lasso and Marginal Regression JMLR 2012 A General Framework for Structured Sparsity via Proximal Optimization AISTATS 2012 A Two-Graph Guided Multi-task Lasso Approach for eQTL Mapping AISTATS 2012 Sparse Prediction with the k-Support Norm NeurIPS 2012 Hyper-Sparse Optimal Aggregation JMLR 2011 Regularized Laplacian Estimation and Fast Eigenvector Approximation NeurIPS 2011 Robust Lasso with missing and grossly corrupted observations NeurIPS 2011 Adaptive Multi-Task Lasso: with Application to eQTL Detection NeurIPS 2010 Rate Minimaxity of the Lasso and Dantzig Selector for the Loss in Balls JMLR 2010 The LASSO risk: asymptotic results and real world examples NeurIPS 2010 Thresholding Procedures for High Dimensional Variable Selection and Statistical Estimation NeurIPS 2009 Algorithms for Sparse Linear Classifiers in the Massive Data Setting JMLR 2008 An Homotopy Algorithm for the Lasso with Online Observations NeurIPS 2008 Robust Regression and Lasso NeurIPS 2008 Catching Change-points with Lasso NeurIPS 2007