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| Material Type: | Internet resource |
|---|---|
| Document Type: | Book, Internet Resource |
| All Authors / Contributors: |
Yonina C Eldar; Gitta Kutyniok |
| ISBN: | 9781107005587 1107005582 |
| OCLC Number: | 756578482 |
| Description: | xii, 544 p. : ill. ; 26 cm. |
| Contents: | 1. Introduction to compressed sensing / Mark A. Davenport, Marco F. Duarte, Yonina C. Eldar, and Gitta Kutyniok -- 2. Second-generation sparse modeling : structured and collaborative signal analysis / Alexey Castrodad, Ignacio Ramirez, Guillermo Sapiro, Pablo Sprechmann, and Guoshen Yu -- 3. Xampling : compressed sensing of analog signals / Moshe Mishali and Yonina C. Eldar -- 4. Sampling at the rate of innovation : theory and applications / Jose Antonia Urigüen, Yonina C. Eldar, Pier Luigi Dragotta, and Zvika Ben-Haim -- 5. Introduction to the non-asymptotic analysis of random matrices / Roman Vershynin -- 6. Adaptive sensing for sparse recovery / Jarvis Haupt and Robert Nowak -- 7. Fundamental thresholds in compressed sensing : a high-dimensional geometry approach / Weiyu Xu and Babak Hassibi -- 8. Greedy algorithms for compressed sensing / Thomas Blumensath, Michael E. Davies, and Gabriel Rilling -- 9. Graphical models concepts in compressed sensing / Andrea Montanari -- 10. Finding needles in compressed haystacks / Robert Calderbank and Sina Jafarpour -- 11. Data separation by sparse representations / Gitta Kutyniok -- 12. Face recognition by sparse representation / Arvind Ganesh, Andrew Wagner, Zihan Zhou, Allen Y. Yang, Yi Ma, and John Wright. |
| Responsibility: | edited by Yonina C. Eldar, Gitta Kutyniok. |
| More information: |
Abstract:
A detailed presentation of compressed sensing by leading researchers, covering the most significant theoretical and application-oriented advances.
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"It looks like a charming encouragement to fascinating scientific adventure for talented students. Also, the book provides a solid reference platform for researchers in many fields..." - Artur Przelaskowski, IEEE Communications Magazine, April 2013 Read more...
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