Compressed Sensing and Its Applications Third International MATHEON Conference 2017 /

• Corporate Author: SpringerLink (Online service)
• Other Authors: Boche, Holger (Editor, http://id.loc.gov/vocabulary/relators/edt), Caire, Giuseppe (Editor, http://id.loc.gov/vocabulary/relators/edt), Calderbank, Robert (Editor, http://id.loc.gov/vocabulary/relators/edt), Kutyniok, Gitta (Editor, http://id.loc.gov/vocabulary/relators/edt), Mathar, Rudolf (Editor, http://id.loc.gov/vocabulary/relators/edt), Petersen, Philipp (Editor, http://id.loc.gov/vocabulary/relators/edt)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Birkhäuser, 2019.
• Edition: 1st ed. 2019.
• Series: Applied and Numerical Harmonic Analysis,
• Subjects: 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.

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...

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.