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Compressed Sensing and its Applications : Second International MATHEON Conference 2015 / edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Maximilian März, Gitta Kutyniok, Rudolf Mathar
(Applied and Numerical Harmonic Analysis. ISSN:22965017)

1st ed. 2017.
出版者 (Cham : Springer International Publishing : Imprint: Birkhäuser)
出版年 2017
本文言語 英語
大きさ XIX, 388 p. 77 illus., 57 illus. in color : online resource
著者標目 Boche, Holger editor
Caire, Giuseppe editor
Calderbank, Robert editor
März, Maximilian editor
Kutyniok, Gitta editor
Mathar, Rudolf editor
SpringerLink (Online service)
件 名 LCSH:Computer science -- Mathematics  全ての件名で検索
LCSH:Numerical analysis
LCSH:Signal processing
LCSH:Coding theory
LCSH:Information theory
LCSH:Algebras, Linear
LCSH:Mathematics -- Data processing  全ての件名で検索
FREE:Mathematical Applications in Computer Science
FREE:Numerical Analysis
FREE:Signal, Speech and Image Processing
FREE:Coding and Information Theory
FREE:Linear Algebra
FREE:Computational Science and Engineering
一般注記 Preface -- On the Global-Local Dichotomy in Sparsity Modeling, Batenkov, Romano, Elad -- Fourier Phase Retrieval: Uniqueness and Algorithms, Bendory, Beinert, Eldar -- Compressed Sensing Approaches for Polynomial Approximation of High-Dimensional Functions, Adcock, Brugiapaglia, Webster -- Multisection in the Stochastic Block Model using Semidefinite Programming, Agarwal, Bandeira, Koiliaris, Kolla -- Recovering Signals with Unknown Sparsity in Multiple Dictionaries, Ahmad, Schniter -- Compressive Classification and the Rare Eclipse Problem, Bandeira, Mixon, Recht -- Weak Phase Retrieval, Bothelo-Andrade, Casazza, Ghoreishi, Jose, Tremain -- Cubatures on Grassmannians: Moments, Dimension Reduction, and Related Topics, Breger, Ehler, Gräf, Peter -- A Randomized Tensor Train Singular Value Decomposition, Huber, Schneider, Wolf -- Versatile and Scalable Cosparse Methods for Phsyics-driven Inverse Problems, Kitić, Bensiad, Albera, Bertin, Gribonval -- Total Variation Minimization in Compressed Sensing, Felix Krahmer, Kruschel, Sandbichler -- Compressed Sensing in Hilbert Spaces, Traonmilin, Puy, Gribonval, Davies
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 thefield who are not as familiar with it. 
HTTP:URL=https://doi.org/10.1007/978-3-319-69802-1
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書誌ID 4000119212
ISBN 9783319698021

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