000 01788nam a2200217Ia 4500
005 20250408174942.0
008 230421s2012||||xx |||||||||||||| ||eng||
020 _a9781107005587
041 _aEnglish
082 _a621.3822 E53
100 _aEldar, Yonina C.
_eEditor
_92313
100 _aKutyniok, Gitta
_eCo-Editor
_9616
245 0 _aCompressed sensing: theory and applications
260 _aUnited Kingdom:
_bCambridge University Press,
_c2012.
300 _axii, 544p.; 21cms.
500 _aCompressed 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.
650 _aApplied physics
_xSignal processing
_92341
650 _xWavelets (Mathematics)
_92342
650 _xCompressed sensing (Telecommunication)
_92322
942 _cBK
999 _c806
_d806