Compressed Sensing and Its Applications
Autor: | Holger Boche, Giuseppe Caire, Robert Calderbank, Gitta Kutyniok, Rudolf Mathar, Philipp Petersen |
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EAN: | 9783319730745 |
eBook Format: | |
Sprache: | Englisch |
Produktart: | eBook |
Veröffentlichungsdatum: | 13.08.2019 |
Untertitel: | Third International MATHEON Conference 2017 |
Kategorie: | |
Schlagworte: | Compressed sensing;Compressed sensing theory and applications;Compressed sensing book;Compressed sensing introduction;Compressed sensing 2019;Deep learning compressed sensing;Deep learning book;Machine learning;Quantized compressed sensing;Signal sen |
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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.