000 | 01788nam a2200217Ia 4500 | ||
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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. |
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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 |
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650 |
_xWavelets (Mathematics) _92342 |
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650 |
_xCompressed sensing (Telecommunication) _92322 |
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942 | _cBK | ||
999 |
_c806 _d806 |