Generalized Alternating Projection for Weighted-$\ell_{2,1}$ Minimization with Applications to Model-Based Compressive Sensing

DOI10.1137/130936658zbMath1296.65088OpenAlexW2048364349MaRDI QIDQ2876827

Lawrence Carin, Hui Li, Xuejun Liao

Publication date: 20 August 2014

Published in: SIAM Journal on Imaging Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1137/130936658

zbMATH Keywords

numerical examplesanytime algorithmcompressive sensinggeneralized alternating projectiongroup-RIP conditionsimage and video reconstructionweighted \(\ell_{2, 1}\) minimization

Mathematics Subject Classification ID

Numerical mathematical programming methods (65K05) Convex programming (90C25) Large-scale problems in mathematical programming (90C06) Optimality conditions and duality in mathematical programming (90C46) Image processing (compression, reconstruction, etc.) in information and communication theory (94A08)

Related Items (7)

Temporal Compressive Sensing for Video ⋮ Computational Spectral and Ultrafast Imaging via Convex Optimization ⋮ On Cluster-Aware Supervised Learning: Frameworks, Convergent Algorithms, and Applications ⋮ Iteratively Reweighted Group Lasso Based on Log-Composite Regularization ⋮ Recent trends and advances in solving the inverse problem for EEG source localization ⋮ Group Sparse Optimization for Images Recovery Using Capped Folded Concave Functions ⋮ On the Convergence Rate of Projected Gradient Descent for a Back-Projection Based Objective

This page was built for publication: Generalized Alternating Projection for Weighted-$\ell_{2,1}$ Minimization with Applications to Model-Based Compressive Sensing