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Field name	Details
Dewey Class	519
Title	Compressed Sensing and Its Applications ([EBook] :) : Third International MATHEON Conference 2017 / edited by Holger Boche, Giuseppe Caire, Robert Calderbank, Gitta Kutyniok, Rudolf Mathar, Philipp Petersen.
Added Personal Name	Boche, Holger
	Caire, Giuseppe
	Calderbank, Robert
	Kutyniok, Gitta
	Mathar, Rudolf
Other name(s)	SpringerLink (Online service)
Publication	Cham : Springer International Publishing , 2019.
Physical Details	XVII, 295 pages : 57 illus., 39 illus. in color. : online resource.
Series	Applied and numerical harmonic analysis
ISBN	9783319730745
Summary Note	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.:
Contents note	An Introduction to Compressed Sensing -- Quantized Compressed Sensing: a Survey -- On reconstructing functions from binary measurements -- Classification scheme for binary data with extensions -- Generalization Error in Deep Learning -- Deep learning for trivial inverse problems -- Oracle inequalities for local and global empirical risk minimizers -- Median-Truncated Gradient Descent: A Robust and Scalable Nonconvex Approach for Signal Estimation -- Reconstruction Methods in THz Single-pixel Imaging.
System details note	Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users).
Internet Site	https://doi.org/10.1007/978-3-319-73074-5
Links to Related Works	Subject References: Computer science—Mathematics . Fourier Analysis . Image processing . Information and communication, circuits . Information theory . Machine Learning . Signal, Image and Speech Processing . Signal processing . Speech processing systems . Authors: Boche, Holger . Caire, Giuseppe . Calderbank, Robert . editor . Kutyniok, Gitta . Mathar, Rudolf . Corporate Authors: SpringerLink (Online service) . Series: Applied and numerical harmonic analysis . Classification: 519 .

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Compressed Sensing and Its Applications: Third International MATHEON Conference 2017

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