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Compressed Sensing by Gitta Kutyniok, Yonina C. Eldar

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1   Introduction to compressed sensing

Mark A. Davenport, Marco F. Duarte, Yonina C. Eldar, and Gitta Kutyniok

Compressed sensing (CS) is an exciting, rapidly growing, field that has attracted considerable attention in signal processing, statistics, and computer science, as well as the broader scientific community. Since its initial development only a few years ago, thousands of papers have appeared in this area, and hundreds of conferences, workshops, and special sessions have been dedicated to this growing research field. In this chapter, we provide an up-to-date review of the basics of the theory underlying CS. This chapter should serve as a review to practitioners wanting to join this emerging field, and as a reference for researchers. We ...

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