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Physical Sciences → Engineering → Computational Mechanics

Sparse and Compressive Sensing Techniques

This cluster of papers focuses on the theory and applications of compressed sensing, including sparse representation, signal recovery, convex optimization, matrix completion, dictionary learning, orthogonal matching pursuit, robust reconstruction, and sparsity in signal processing.

57.6K works worldwide1.3M citations
Compressed SensingSparse RepresentationSignal RecoveryConvex OptimizationMatrix CompletionSparse ApproximationDictionary LearningOrthogonal Matching PursuitRobust ReconstructionSparsity in Signal Processing

Journals publishing in this area

1IEEE Transactions on Signal Processing cover
IEEE Transactions on Signal Processing
ISSN 1053-587X1,730 articles in this topic
366h-index
2IEEE Transactions on Information Theory cover
IEEE Transactions on Information Theory
ISSN 0018-94481,000 articles in this topic
443h-index
3IEEE Transactions on Image Processing cover
IEEE Transactions on Image Processing
ISSN 1057-7149807 articles in this topic
391h-index
4
The Annals of Statistics
ISSN 0090-5364282 articles in this topic
318h-index
5IEEE Transactions on Medical Imaging cover
IEEE Transactions on Medical Imaging
ISSN 0278-0062228 articles in this topic
321h-index
6Magnetic Resonance in Medicine cover
Magnetic Resonance in Medicine
ISSN 0740-3194161 articles in this topic
323h-index
7
Machine Learning
ISSN 0885-6125147 articles in this topic
260h-index
8Neural Computation cover
Neural Computation
ISSN 0899-7667129 articles in this topic
247h-index