Since publication of the initial papers in 2006, compressed sensing has captured the imagination of the international signal processing community, and the mathematical foundations are nowadays quite well understood. Parallel to the progress in mathematics, the potential applications of compressed sensing have been explored by many international groups of, in particular, engineers and applied mathematicians, achieving very promising advances in various areas such as communication theory, imaging sciences, optics, radar technology, sensor networks, or tomography. Since many applications have reached a mature state, the research center MATHEON in Berlin focusing on qMathematics for Key Technologiesq, invited leading researchers on applications of compressed sensing from mathematics, computer science, and engineering to the qMATHEON Workshop 2013: Compressed Sensing and its Applicationsa in December 2013. It was the first workshop specifically focusing on the applications of compressed sensing. This book features contributions by the plenary and invited speakers of this workshop. To make this book accessible for those unfamiliar with compressed sensing, the book will not only contain chapters on various applications of compressed sensing written by plenary and invited speakers, but will also provide a general introduction into compressed sensing. The book is aimed at both graduate students and researchers in the areas of applied mathematics, computer science, and engineering as well as other applied scientists interested in the potential and applications of the novel methodology of compressed sensing. For those readers who are not already familiar with compressed sensing, an introduction to the basics of this theory will be included.NSE. of. Generalized. LASSO. in. Gaussian. Noise. In this section we assume that the noise vector z has entries distributed i.i.d. normal N (0, I2) and ... We begin in Section 4.5.1 with describing the main steps of the required technical analysis.
|Title||:||Compressed Sensing and its Applications|
|Author||:||Holger Boche, Robert Calderbank, Gitta Kutyniok, Jan Vybíral|
|Publisher||:||Birkhäuser - 2015-07-04|