Compressed Sensing

Compressed Sensing
Author :
Publisher : Cambridge University Press
Total Pages : 557
Release :
ISBN-10 : 9781107394391
ISBN-13 : 1107394392
Rating : 4/5 (91 Downloads)

Book Synopsis Compressed Sensing by : Yonina C. Eldar

Download or read book Compressed Sensing written by Yonina C. Eldar and published by Cambridge University Press. This book was released on 2012-05-17 with total page 557 pages. Available in PDF, EPUB and Kindle. Book excerpt: Compressed sensing is an exciting, rapidly growing field, attracting considerable attention in electrical engineering, applied mathematics, statistics and computer science. This book provides the first detailed introduction to the subject, highlighting theoretical advances and a range of applications, as well as outlining numerous remaining research challenges. After a thorough review of the basic theory, many cutting-edge techniques are presented, including advanced signal modeling, sub-Nyquist sampling of analog signals, non-asymptotic analysis of random matrices, adaptive sensing, greedy algorithms and use of graphical models. All chapters are written by leading researchers in the field, and consistent style and notation are utilized throughout. Key background information and clear definitions make this an ideal resource for researchers, graduate students and practitioners wanting to join this exciting research area. It can also serve as a supplementary textbook for courses on computer vision, coding theory, signal processing, image processing and algorithms for efficient data processing.


Compressed Sensing Related Books

Compressed Sensing
Language: en
Pages: 557
Authors: Yonina C. Eldar
Categories: Technology & Engineering
Type: BOOK - Published: 2012-05-17 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

Compressed sensing is an exciting, rapidly growing field, attracting considerable attention in electrical engineering, applied mathematics, statistics and compu
Compressed Sensing & Sparse Filtering
Language: en
Pages: 505
Authors: Avishy Y. Carmi
Categories: Technology & Engineering
Type: BOOK - Published: 2013-09-13 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

This book is aimed at presenting concepts, methods and algorithms ableto cope with undersampled and limited data. One such trend that recently gained popularity
Handbook of Mathematical Methods in Imaging
Language: en
Pages: 1626
Authors: Otmar Scherzer
Categories: Mathematics
Type: BOOK - Published: 2010-11-23 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

The Handbook of Mathematical Methods in Imaging provides a comprehensive treatment of the mathematical techniques used in imaging science. The material is group
A Mathematical Introduction to Compressive Sensing
Language: en
Pages: 634
Authors: Simon Foucart
Categories: Computers
Type: BOOK - Published: 2013-08-13 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

At the intersection of mathematics, engineering, and computer science sits the thriving field of compressive sensing. Based on the premise that data acquisition
Compressed Sensing and its Applications
Language: en
Pages: 475
Authors: Holger Boche
Categories: Mathematics
Type: BOOK - Published: 2015-07-04 - Publisher: Birkhäuser

DOWNLOAD EBOOK

Since publication of the initial papers in 2006, compressed sensing has captured the imagination of the international signal processing community, and the mathe