A Mathematical Introduction to Compressive Sensing

A Mathematical Introduction to Compressive Sensing
Author: Simon Foucart
Publisher: Springer Science & Business Media
Total Pages: 634
Release: 2013-08-13
Genre: Computers
ISBN: 0817649484


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At the intersection of mathematics, engineering, and computer science sits the thriving field of compressive sensing. Based on the premise that data acquisition and compression can be performed simultaneously, compressive sensing finds applications in imaging, signal processing, and many other domains. In the areas of applied mathematics, electrical engineering, and theoretical computer science, an explosion of research activity has already followed the theoretical results that highlighted the efficiency of the basic principles. The elegant ideas behind these principles are also of independent interest to pure mathematicians. A Mathematical Introduction to Compressive Sensing gives a detailed account of the core theory upon which the field is build. With only moderate prerequisites, it is an excellent textbook for graduate courses in mathematics, engineering, and computer science. It also serves as a reliable resource for practitioners and researchers in these disciplines who want to acquire a careful understanding of the subject. A Mathematical Introduction to Compressive Sensing uses a mathematical perspective to present the core of the theory underlying compressive sensing.


A Mathematical Introduction to Compressive Sensing
Language: en
Pages: 634
Authors: Simon Foucart
Categories: Computers
Type: BOOK - Published: 2013-08-13 - Publisher: Springer Science & Business Media

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At the intersection of mathematics, engineering, and computer science sits the thriving field of compressive sensing. Based on the premise that data acquisition
An Introduction to Compressed Sensing
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Compressed sensing is a relatively recent area of research that refers to the recovery of high-dimensional but low-complexity objects from a limited number of m
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Compressed sensing or compressive sensing is a new concept in signal processing where one measures a small number of non-adaptive linear combinations of the sig
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Compressive Sensing in Healthcare, part of the Advances in Ubiquitous Sensing Applications for Healthcare series gives a review on compressive sensing technique
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A textbook covering data-science and machine learning methods for modelling and control in engineering and science, with Python and MATLABĀ®.