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ℓ1 regularization

7 papers

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Also known as

ℓ1

Co-occurring keywords

graphical model (864) sparse optimization (246) maximum likelihood estimation (233) precision matrix (58) sparse regression (175) l1 regularization (87) maximum likelihood (255) graph structure (190) model selection (456) compressed sensing (201)

Papers

On Model Selection Consistency of Lasso for High-Dimensional Ising Models AISTATS 2023
Learning the Structure of Large Networked Systems Obeying Conservation Laws NIPS 2022
Sparse Support Recovery with Non-smooth Loss Functions NIPS 2016
An Adaptive Accelerated Proximal Gradient Method and its Homotopy Continuation for Sparse Optimization ICML 2014
A Divide-and-Conquer Method for Sparse Inverse Covariance Estimation NIPS 2012
Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \boldmath$\ell_1$-regularized MLE NIPS 2008
Compressed Regression NIPS 2007