conftrace_

group lasso

64 papers

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Also known as

GLASSO

Co-occurring keywords

feature selection (649) convex optimization (1321) variable selection (146) sparse optimization (246) sparse learning (112) model compression (3302) structured sparsity (89) sparse regression (175) sparse regularization (54) high-dimensional regression (142)

Papers

Better Approximation and Faster Algorithm Using the Proximal Average NIPS 2013
A General Framework for Structured Sparsity via Proximal Optimization AISTATS 2012
Multi-label Subspace Ensemble AISTATS 2012
Structured Sparsity via Alternating Direction Methods JMLR 2012
Group Lasso Estimation of High-dimensional Covariance Matrices JMLR 2011
Efficient Methods for Overlapping Group Lasso NIPS 2011
Group Orthogonal Matching Pursuit for Logistic Regression AISTATS 2011
Convex Structure Learning in Log-Linear Models: Beyond Pairwise Potentials AISTATS 2010
Sufficient Conditions for Generating Group Level Sparsity in a Robust Minimax Framework NIPS 2010
A Primal-Dual Algorithm for Group Sparse Regularization with Overlapping Groups NIPS 2010
Moreau-Yosida Regularization for Grouped Tree Structure Learning NIPS 2010
Exploiting Covariate Similarity in Sparse Regression via the Pairwise Elastic Net AISTATS 2010
Grouped Orthogonal Matching Pursuit for Variable Selection and Prediction NIPS 2009
Consistency of the Group Lasso and Multiple Kernel Learning JMLR 2008