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The Resource Compressed Sensing and its Applications : Second International MATHEON Conference 2015, edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Maximilian März, Gitta Kutyniok, Rudolf Mathar, (electronic resource)

Compressed Sensing and its Applications : Second International MATHEON Conference 2015, edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Maximilian März, Gitta Kutyniok, Rudolf Mathar, (electronic resource)

Editor
Contributor
Summary
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. .--
Language
eng
Work
Publication
Extent
1 online resource (XIX, 388 pages)
Contents
  • 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
Isbn
9783319698021
Link
http://ezproxy.eui.eu/login?url=https://doi.org/10.1007/978-3-319-69802-1
Instance
Label
Compressed Sensing and its Applications : Second International MATHEON Conference 2015
Title
Compressed Sensing and its Applications
Title remainder
Second International MATHEON Conference 2015
Statement of responsibility
edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Maximilian März, Gitta Kutyniok, Rudolf Mathar
Contributor
Editor
Subject
Language
eng
Summary
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. .--
Member of
Assigning source
Provided by publisher
Image bit depth
0
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Boche, Holger
  • Caire, Giuseppe
  • Calderbank, Robert
  • März, Maximilian
  • Kutyniok, Gitta
  • Mathar, Rudolf
Series statement
  • Applied and Numerical Harmonic Analysis,
  • Springer eBooks
  • Springer eBooks.
http://library.link/vocab/subjectName
  • Mathematics
  • Numerical analysis
  • Coding theory
  • Matrix theory
  • Computer science
Label
Compressed Sensing and its Applications : Second International MATHEON Conference 2015, edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Maximilian März, Gitta Kutyniok, Rudolf Mathar, (electronic resource)
Link
http://ezproxy.eui.eu/login?url=https://doi.org/10.1007/978-3-319-69802-1
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
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
Control code
978-3-319-69802-1
Dimensions
unknown
Extent
1 online resource (XIX, 388 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Governing access note
Use of this electronic resource may be governed by a license agreement which restricts use to the European University Institute community. Each user is responsible for limiting use to individual, non-commercial purposes, without systematically downloading, distributing, or retaining substantial portions of information, provided that all copyright and other proprietary notices contained on the materials are retained. The use of software, including scripts, agents, or robots, is generally prohibited and may result in the loss of access to these resources for the entire European University Institute community
Isbn
9783319698021
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
77 illustrations, 57 illustrations in color.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(OCoLC)1019900625
Label
Compressed Sensing and its Applications : Second International MATHEON Conference 2015, edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Maximilian März, Gitta Kutyniok, Rudolf Mathar, (electronic resource)
Link
http://ezproxy.eui.eu/login?url=https://doi.org/10.1007/978-3-319-69802-1
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
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
Control code
978-3-319-69802-1
Dimensions
unknown
Extent
1 online resource (XIX, 388 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Governing access note
Use of this electronic resource may be governed by a license agreement which restricts use to the European University Institute community. Each user is responsible for limiting use to individual, non-commercial purposes, without systematically downloading, distributing, or retaining substantial portions of information, provided that all copyright and other proprietary notices contained on the materials are retained. The use of software, including scripts, agents, or robots, is generally prohibited and may result in the loss of access to these resources for the entire European University Institute community
Isbn
9783319698021
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
77 illustrations, 57 illustrations in color.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(OCoLC)1019900625

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