Sub-Sampled Imaging for STEM: Maximising Image Speed, Resolution and Precision Through Reconstruction Parameter Refinement

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

Stephen Boyd · Foundations and Trends® in Machine Learning · 2010 · 15.6K citations

Statistical Learning, Engineering, Machine Learning +8

Signal Recovery From Random Measurements Via Orthogonal Matching Pursuit

Joel A. Tropp, Anna C. Gilbert · IEEE Transactions on Information Theory · 2007 · 9.6K citations

Signal Recovery, Sparse Representation, Engineering +11

$rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation

Michal Aharon, Michael Elad, Alfred M. Bruckstein⋆ · IEEE Transactions on Signal Processing · 2006 · 9.4K citations

Engineering, Machine Learning, Dictionary Atoms +17

Compressive Sensing [Lecture Notes]

Richard G. Baraniuk · IEEE Signal Processing Magazine · 2007 · 4.1K citations

Sparse Representation, Engineering, Compressive Sensing +9

Iteratively reweighted least squares minimization for sparse recovery

Ingrid Daubechies, Ronald DeVore, Massimo Fornasier et al. · Communications on Pure and Applied Mathematics · 2009 · 1.3K citations

Numerical Analysis, Sparse Representation, Sparse Vector +11