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sparse linear regression

56 papers

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Also known as

SLR

Co-occurring keywords · papers mentioning both

sample complexity (10) sparse regression (7) feature selection (5) differential privacy (5) linear regression (4) support recovery (4) high-dimensional regression (4) gradient descent (4) high-dimensional statistics (4) online learning (4)

Papers

Information-Theoretic Characterization of Sparse Recovery AISTATS 2014 Lower Bounds on the Performance of Polynomial-time Algorithms for Sparse Linear Regression COLT 2014 Differentially Private Feature Selection via Stability Arguments, and the Robustness of the Lasso COLT 2013 High-dimensional regression with noisy and missing data: Provable guarantees with non-convexity NeurIPS 2011 A Family of Penalty Functions for Structured Sparsity NeurIPS 2010 Fast global convergence rates of gradient methods for high-dimensional statistical recovery NeurIPS 2010