Compressed Sensing Theory and Applications [Hardcover]

A detailed presentation of compressed sensing by leading researchers, covering the most significant theoretical and application-oriented advances.Compressed sensing has rapidly become a key concept in various areas of applied mathematics, computer science and electrical engineering. This book highlights theoretical advances and applications in this area. Ideal for both researchers and graduate students seeking an understanding of the potential of compressed sensing.Compressed sensing has rapidly become a key concept in various areas of applied mathematics, computer science and electrical engineering. This book highlights theoretical advances and applications in this area. Ideal for both researchers and graduate students seeking an understanding of the potential of compressed sensing.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 recent 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.1. Introduction to compressed sensing Mark A. Davenport, Marco F. Duarte, Yonina C. Eldar al¯