Compressed Sensing for Engineers

Original price was: ₹12,924.00.Current price is: ₹10,339.20.

ISBN: 9780815365563
Author/Editor: Angshul Majumdar

Publisher: CRC Press

Year: 2018

1 in stock (can be backordered)

SKU: ABD-CRC-5436 Category:

Description

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

Additional information

Weight 0.52 kg

Product Properties

Year of Publication

2018

Table of Contents

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.

Author

Angshul Majumdar

ISBN/ISSN

9780815365563

Binding

Hardback

Edition

1

Publisher

CRC Press

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