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majumdar compressed sensing engineers 2019

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Textbook in PDF format Compressed Sensing (CS) in theory deals with the problem of recovering a sparse signal from an under-determined system of linear equations. The topic is of immense practical significance since all naturally occurring signals can be sparsely represented in some domain. In recent years, CS has helped reduce scan time in Magnetic Resonance Imaging (making scans more feasible for pediatric and geriatric subjects) and has also helped reduce the health hazard in X-Ray Computed CT. This book is a valuable resource suitable for an engineering student in signal processing and requires a basic understanding of signal processing and linear algebra. Covers fundamental concepts of compressed sensing Makes subject matter accessible for engineers of various levels Focuses on algorithms including group-sparsity and row-sparsity, as well as applications to computational imaging, medical imaging, biomedical signal processing, and machine learning Includes MATLAB examples for further development Introduction Greedy Algorithms Sparse Recovery Co-sparse Recovery Group Sparsity Joint Sparsity Low-Rank Matrix Recovery Combined Sparse and Low-Rank Recovery Dictionary Learning Medical Imaging Biomedical Signal Reconstruction Regression Classification Computational Imaging Denoising

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Majumdar A. Compressed Sensing for Engineers 2019.pdf 17.6 MB

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majumdar compressed sensing engineers 2019