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:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Description
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
Physical Description:XVII, 295 p. 57 illus., 39 illus. in color online resource
ISBN:9783319730745