Coverart for item
The Resource Compressed Sensing and Its Applications : Third International MATHEON Conference 2017, edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Gitta Kutyniok, Rudolf Mathar, Philipp Petersen, (electronic resource)

Compressed Sensing and Its Applications : Third International MATHEON Conference 2017, edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Gitta Kutyniok, Rudolf Mathar, Philipp Petersen, (electronic resource)

Label
Compressed Sensing and Its Applications : Third International MATHEON Conference 2017
Title
Compressed Sensing and Its Applications
Title remainder
Third International MATHEON Conference 2017
Statement of responsibility
edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Gitta Kutyniok, Rudolf Mathar, Philipp Petersen
Contributor
Editor
Editor
Subject
Language
eng
Summary
The chapters in this volume highlight the state-of-the-art of compressed sensing and are based on talks given at the third international MATHEON conference on the same topic, held from December 4-8, 2017 at the Technical University in Berlin. In addition to methods in compressed sensing, chapters provide insights into cutting edge applications of deep learning in data science, highlighting the overlapping ideas and methods that connect the fields of compressed sensing and deep learning. Specific topics covered include: Quantized compressed sensing Classification Machine learning Oracle inequalities Non-convex optimization Image reconstruction Statistical learning theory This volume will be a valuable resource for graduate students and researchers in the areas of mathematics, computer science, and engineering, as well as other applied scientists exploring potential applications of compressed sensing
Member of
Is part of
Dewey number
519
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsedt
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  • J76z03VJziM
  • IPQwhUtW1dc
  • BkvQaDYdHts
Image bit depth
0
LC call number
  • Q350-390
  • QA10.4
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Boche, Holger.
  • Caire, Giuseppe.
  • Calderbank, Robert.
  • Kutyniok, Gitta.
  • Mathar, Rudolf.
  • Petersen, Philipp.
  • SpringerLink (Online service)
Series statement
Applied and Numerical Harmonic Analysis,
http://library.link/vocab/subjectName
  • Information theory
  • Fourier analysis
  • Computer science—Mathematics
  • Computer mathematics
  • Machine learning
  • Signal processing
  • Image processing
  • Speech processing systems
  • Information and Communication, Circuits
  • Fourier Analysis
  • Mathematical Applications in Computer Science
  • Machine Learning
  • Signal, Image and Speech Processing
Label
Compressed Sensing and Its Applications : Third International MATHEON Conference 2017, edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Gitta Kutyniok, Rudolf Mathar, Philipp Petersen, (electronic resource)
Link
https://doi.org/10.1007/978-3-319-73074-5
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
An Introduction to Compressed Sensing -- Quantized Compressed Sensing: a Survey -- On reconstructing functions from binary measurements -- Classification scheme for binary data with extensions -- Generalization Error in Deep Learning -- Deep learning for trivial inverse problems -- Oracle inequalities for local and global empirical risk minimizers -- Median-Truncated Gradient Descent: A Robust and Scalable Nonconvex Approach for Signal Estimation -- Reconstruction Methods in THz Single-pixel Imaging
Control code
978-3-319-73074-5
Dimensions
unknown
Edition
1st ed. 2019.
Extent
XVII, 295 p. 57 illus., 39 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783319730745
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-73074-5
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(OCoLC)1122613479
Label
Compressed Sensing and Its Applications : Third International MATHEON Conference 2017, edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Gitta Kutyniok, Rudolf Mathar, Philipp Petersen, (electronic resource)
Link
https://doi.org/10.1007/978-3-319-73074-5
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
An Introduction to Compressed Sensing -- Quantized Compressed Sensing: a Survey -- On reconstructing functions from binary measurements -- Classification scheme for binary data with extensions -- Generalization Error in Deep Learning -- Deep learning for trivial inverse problems -- Oracle inequalities for local and global empirical risk minimizers -- Median-Truncated Gradient Descent: A Robust and Scalable Nonconvex Approach for Signal Estimation -- Reconstruction Methods in THz Single-pixel Imaging
Control code
978-3-319-73074-5
Dimensions
unknown
Edition
1st ed. 2019.
Extent
XVII, 295 p. 57 illus., 39 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783319730745
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-73074-5
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(OCoLC)1122613479

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