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Compressed Sensing and Its Applications Third International MATHEON Conference 2017

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 pr...

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Bibliographic Details
Other Authors: Boche, Holger (Editor), Caire, Giuseppe (Editor), Calderbank, Robert (Editor), Kutyniok, Gitta (Editor)
Format: eBook
Language:English
Published: Cham Birkhäuser 2019, 2019
Edition:1st ed. 2019
Series:Applied and Numerical Harmonic Analysis
Subjects:
Machine Learning
Computer Science / Mathematics
Fourier Analysis
Mathematical Applications In Computer Science
Signal, Speech And Image Processing
Signal Processing
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of 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

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