sparse regression

Restricted Eigenvalue from Stable Rank with Applications to Sparse Linear Regression COLT 2018 Signal and Noise Statistics Oblivious Orthogonal Matching Pursuit ICML 2018 Sparse Concordance-assisted Learning for Optimal Treatment Decision JMLR 2018 Support Recovery for Orthogonal Matching Pursuit: Upper and Lower bounds NeurIPS 2018 Communication-efficient Sparse Regression JMLR 2017 Generalized Linear Model Regression under Distance-to-set Penalties NeurIPS 2017 High Dimensional Regression with Binary Coefficients. Estimating Squared Error and a Phase Transtition COLT 2017 High-Dimensional Structured Quantile Regression ICML 2017 Predicting Alzheimer's Disease Cognitive Assessment via Robust Low-Rank Structured Sparse Model IJCAI 2017 Robust Regression via Heuristic Hard Thresholding IJCAI 2017 StingyCD: Safely Avoiding Wasteful Updates in Coordinate Descent ICML 2017 Two New Approaches to Compressed Sensing Exhibiting Both Robust Sparse Recovery and the Grouping Effect JMLR 2017 A Lasso-based Sparse Knowledge Gradient Policy for Sequential Optimal Learning AISTATS 2016 DECOrrelated feature space partitioning for distributed sparse regression NeurIPS 2016 Feature-distributed sparse regression: a screen-and-clean approach NeurIPS 2016 Large-Scale Optimization Algorithms for Sparse Conditional Gaussian Graphical Models AISTATS 2016 Learning Sparse Additive Models with Interactions in High Dimensions AISTATS 2016 Ordered Weighted L1 Regularized Regression with Strongly Correlated Covariates: Theoretical Aspects AISTATS 2016 Sparse Nonlinear Regression: Parameter Estimation under Nonconvexity ICML 2016 Sparse Support Recovery with Non-smooth Loss Functions NeurIPS 2016 Structured Sparse Regression via Greedy Hard Thresholding NeurIPS 2016 Bayesian Masking: Sparse Bayesian Estimation with Weaker Shrinkage Bias ACML 2015 Functional Subspace Clustering with Application to Time Series ICML 2015 Open Problem: The Oracle Complexity of Smooth Convex Optimization in Nonstandard Settings COLT 2015 Subset Selection by Pareto Optimization NeurIPS 2015