Compressed Sensing and Its Applications : Third International MATHEON Conference 2017

1st ed. 2019

Book Details

Format Hardback or Cased Book

Book Series Applied and Numerical Harmonic Analysis

ISBN-10 3319730738

ISBN-13 9783319730738

Edition 1st ed. 2019

Publisher Birkhauser Verlag AG

Imprint Birkhauser Verlag AG

Country of Manufacture CH

Country of Publication GB

Publication Date Aug 14th, 2019

Print length 295 Pages

Weight 616 grams

Dimensions 16.50 x 24.20 x 2.30 cms

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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.

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