Compressed Sensing and its Applications
Second International MATHEON Conference 2015
Editors: Boche, H., Caire, G., Calderbank, R., März, M., Kutyniok, G., Mathar, R. (Eds.)
Free Preview- Explores many of the novel applications of compressed sensing developed since the previous MATHEON Workshop in 2013
- Chapters written by leading researchers in compressed sensing with backgrounds in mathematics, computer science, and engineering
- A thorough introduction to compressed sensing provided for readers who may not be familiar with it
- Will appeal to a broad audience with research in areas ranging from applied mathematics, signal processing, and electrical engineering to computer science, image sciences, and sparse approximation
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- About this book
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This contributed volume contains articles written by the plenary and invited speakers from the second international MATHEON Workshop 2015 that focus on applications of compressed sensing. Article authors address their techniques for solving the problems of compressed sensing, as well as connections to related areas like detecting community-like structures in graphs, curbatures on Grassmanians, and randomized tensor train singular value decompositions. Some of the novel applications covered include dimensionality reduction, information theory, random matrices, sparse approximation, and sparse recovery.
This book is aimed at both graduate students and researchers in the areas of applied mathematics, computer science, and engineering, as well as other applied scientists exploring the potential applications for the novel methodology of compressed sensing. An introduction to the subject of compressed sensing is also provided for researchers interested in the field who are not as familiar with it.
- Table of contents (12 chapters)
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On the Global-Local Dichotomy in Sparsity Modeling
Pages 1-53
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Fourier Phase Retrieval: Uniqueness and Algorithms
Pages 55-91
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Compressed Sensing Approaches for Polynomial Approximation of High-Dimensional Functions
Pages 93-124
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Multisection in the Stochastic Block Model Using Semidefinite Programming
Pages 125-162
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Recovering Signals with Unknown Sparsity in Multiple Dictionaries
Pages 163-195
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Table of contents (12 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Compressed Sensing and its Applications
- Book Subtitle
- Second International MATHEON Conference 2015
- Editors
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- Holger Boche
- Giuseppe Caire
- Robert Calderbank
- Maximilian März
- Gitta Kutyniok
- Rudolf Mathar
- Series Title
- Applied and Numerical Harmonic Analysis
- Copyright
- 2017
- Publisher
- Birkhäuser Basel
- Copyright Holder
- Springer International Publishing AG
- eBook ISBN
- 978-3-319-69802-1
- DOI
- 10.1007/978-3-319-69802-1
- Hardcover ISBN
- 978-3-319-69801-4
- Softcover ISBN
- 978-3-319-88845-3
- Series ISSN
- 2296-5009
- Edition Number
- 1
- Number of Pages
- XIX, 388
- Number of Illustrations
- 20 b/w illustrations, 57 illustrations in colour
- Topics
