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Compressed Sensing and Its Applications: Third International MATHEON Conference 2017. 1st ed. 2019
・ISBN 978-3-319-73073-8 hard EUR 129.99
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| 著者・編者 | Boche, Holger / Caire, Giuseppe / Calderbank, Robert / Kutyniok, Gitta / Mathar, Rudolf / Petersen, Philipp (eds.), |
|---|---|
| シリーズ | (Applied and Numerical Harmonic Analysis) |
| 出版社 | (Birkhauser Verlag AG, SZ) |
| 出版年月 | 2019 |
| ページ数 | 295 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A02-70277＞ |
解説
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