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sparse regression

175 papers

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SR

Co-occurring keywords

feature selection (649) high-dimensional statistics (145) convex optimization (1321) sparse optimization (246) high-dimensional regression (142) lasso regression (61) compressed sensing (201) variable selection (146) support recovery (43) l1 regularization (87)

Papers

Open Problem: Efficient Online Sparse Regression COLT 2014
Adaptive Minimax Regression Estimation over Sparse $\ell_q$-Hulls JMLR 2014
FuSSO: Functional Shrinkage and Selection Operator AISTATS 2014
Generalized Dantzig Selector: Application to the k-support norm NIPS 2014
Sparse Bayesian structure learning with “dependent relevance determination” priors NIPS 2014
Computation-Risk Tradeoffs for Covariance-Thresholded Regression ICML 2013
Approximate Gaussian process inference for the drift function in stochastic differential equations NIPS 2013
Block Regularized Lasso for Multivariate Multi-Response Linear Regression AISTATS 2013
Efficient Optimization for Sparse Gaussian Process Regression NIPS 2013
Noisy and Missing Data Regression: Distribution-Oblivious Support Recovery ICML 2013
Sparse Uncorrelated Linear Discriminant Analysis ICML 2013
A Comparative Framework for Preconditioned Lasso Algorithms NIPS 2013
Robust Sparse Principal Component Regression under the High Dimensional Elliptical Model NIPS 2013
A* Lasso for Learning a Sparse Bayesian Network Structure for Continuous Variables NIPS 2013
Lasso Screening Rules via Dual Polytope Projection NIPS 2013
The Bigraphical Lasso ICML 2013
Robust Sparse Regression under Adversarial Corruption ICML 2013
Joint Estimation of Structured Sparsity and Output Structure in Multiple-Output Regression via Inverse-Covariance Regularization AISTATS 2012
Sparsistency of the Edge Lasso over Graphs AISTATS 2012
A Multi-Stage Framework for Dantzig Selector and LASSO JMLR 2012
Sparse Prediction with the $k$-Support Norm NIPS 2012
A quasi-Newton proximal splitting method NIPS 2012
Robust Multi-task Regression with Grossly Corrupted Observations AISTATS 2012
Private Convex Empirical Risk Minimization and High-dimensional Regression COLT 2012
Online-to-Confidence-Set Conversions and Application to Sparse Stochastic Bandits AISTATS 2012