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Compressed sensing : theory and applications /
"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 o...
| Clasificación: | Libro Electrónico |
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| Otros Autores: | , |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Cambridge ; New York :
Cambridge University Press,
2012.
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| Temas: | |
| Acceso en línea: | Texto completo |
Tabla de Contenidos:
- 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.