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Titlebook: Compressed Sensing and its Applications; MATHEON Workshop 201 Holger Boche,Robert Calderbank,Jan Vybíral Book 2015 Springer International P

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书目名称Compressed Sensing and its Applications
副标题MATHEON Workshop 201
编辑Holger Boche,Robert Calderbank,Jan Vybíral
视频video
概述First book on compressed sensing specifically focused on applications.Chapters written by leading researchers from mathematics, computer science and electrical engineering.Includes a thorough introduc
丛书名称Applied and Numerical Harmonic Analysis
图书封面Titlebook: Compressed Sensing and its Applications; MATHEON Workshop 201 Holger Boche,Robert Calderbank,Jan Vybíral Book 2015 Springer International P
描述.Since publication of the initial papers in 2006, compressed sensing has captured the imagination of the international signal processing community, and the mathematical foundations are nowadays quite well understood..Parallel to the progress in mathematics, the potential applications of compressed sensing have been explored by many international groups of, in particular, engineers and applied mathematicians, achieving very promising advances in various areas such as communication theory, imaging sciences, optics, radar technology, sensor networks, or tomography..Since many applications have reached a mature state, the research center MATHEON in Berlin focusing on "Mathematics for Key Technologies", invited leading researchers on applications of compressed sensing from mathematics, computer science, and engineering to the "MATHEON Workshop 2013: Compressed Sensing and its Applications” in December 2013. It was the first workshop specifically focusing on the applications of compressed sensing. This book features contributions by the plenary and invited speakers of this workshop. .To make this book accessible for those unfamiliar with compressed sensing, the book will not only contain
出版日期Book 2015
关键词Acoustic Imaging; Compressed Sensing; Convex Optimization; Machine Learning; Quantization; Structured Spa
版次1
doihttps://doi.org/10.1007/978-3-319-16042-9
isbn_softcover978-3-319-34762-2
isbn_ebook978-3-319-16042-9Series ISSN 2296-5009 Series E-ISSN 2296-5017
issn_series 2296-5009
copyrightSpringer International Publishing Switzerland 2015
The information of publication is updating

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https://doi.org/10.1007/978-3-319-16042-9Acoustic Imaging; Compressed Sensing; Convex Optimization; Machine Learning; Quantization; Structured Spa
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The Quest for Optimal Sampling: Computationally Efficient, Structure-Exploiting Measurements for Coe object to recover, but also on its structure. This chapter is about understanding this phenomenon, and demonstrating how it can be fruitfully exploited by the design of suitable sampling strategies in order to outperform more standard compressed sensing techniques based on random matrices.
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Eigene Führungsrolle in China verstehenin a suitable basis or dictionary. Due to its solid mathematical backgrounds, it quickly attracted the attention of mathematicians from several different areas, so that the most important aspects of the theory are nowadays very well understood. In recent years, its applications started to spread out
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Eigene Führungsrolle in China verstehenage inversion, provided that the image is sparse in an apriori known dictionary. For imaging problems in spectrum analysis (estimating complex exponential modes), and passive and active radar/sonar (estimating Doppler and angle of arrival), this dictionary is usually taken to be a DFT basis (or fram
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https://doi.org/10.1007/978-3-8349-6646-9ges, gene expression data from a DNA microarray, social network data, etc.), yet is such that its desired properties lie in some low dimensional structure (sparsity, low-rankness, clusters, etc.). In the modern viewpoint, the goal is to come up with efficient algorithms to reveal these structures an
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Eigene Führungsrolle in China verstehene object to recover, but also on its structure. This chapter is about understanding this phenomenon, and demonstrating how it can be fruitfully exploited by the design of suitable sampling strategies in order to outperform more standard compressed sensing techniques based on random matrices.
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