Read e-book online Compressed Sensing for Distributed Systems (SpringerBriefs PDF

By Giulio Coluccia,Chiara Ravazzi,Enrico Magli

ISBN-10: 9812873899

ISBN-13: 9789812873897

This e-book provides a survey of the state-of-the paintings within the intriguing and well timed subject of compressed sensing for allotted platforms. It needs to be famous that, whereas compressed sensing has been studied for a while now, its dispensed purposes are fairly new. Remarkably, such functions are very best to use all of the merits that compressed sensing promises. the target of this ebook is to supply the reader with a accomplished survey of this subject, from the elemental techniques to varied sessions of centralized and dispensed reconstruction algorithms, in addition to a comparability of those suggestions. This e-book collects diversified contributions on those elements. It provides the underlying thought in a whole and unified method for the 1st time, proposing a variety of sign versions and their use circumstances. It encompasses a theoretical half gathering most recent ends up in rate-distortion research of allotted compressed sensing, in addition to useful implementations of algorithms acquiring functionality on the subject of the theoretical bounds. It offers and discusses a variety of dispensed reconstruction algorithms, summarizing the theoretical reconstruction promises and offering a comparative research in their functionality and complexity. In precis, this e-book will permit the reader to start within the box of allotted compressed sensing from conception to perform. We think that this e-book can discover a huge viewers between researchers, scientists, or engineers with very diversified backgrounds, having pursuits in mathematical optimization, community platforms, graph theoretical tools, linear platforms, stochastic platforms, and randomized algorithms. to aid the reader get to grips with the speculation and algorithms offered, accompanying software program is made to be had at the authors’ site, enforcing a number of of the algorithms defined within the e-book. the one heritage required of the reader is an effective wisdom of complicated calculus and linear algebra.

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Compressed Sensing for Distributed Systems (SpringerBriefs in Electrical and Computer Engineering) by Giulio Coluccia,Chiara Ravazzi,Enrico Magli

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