Compressed Sensing & Sparse Filtering

Language: English

Published by Springer, Springer Sep 2013, 2013

3642383971 / 9783642383977

Series: Book 69 of 180 - Signals and Communication Technology

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This item is printed on demand - Print on Demand Titel. Neuware -This book is aimed at presenting concepts, methods and algorithms ableto cope with undersampled and limited data. One such trend that recently gained popularity and to some extent revolutionised signal processing is compressed sensing. Compressed sensing builds upon the observation that many signals in nature are nearly sparse (or compressible, as they are normally referred to) in some domain, and consequently they can be reconstructed to within high accuracy from far fewer observations than traditionally held to be necessary.Apart from compressed sensing this book contains other related approaches. Each methodology has its own formalities for dealing with such problems. As an example, in the Bayesian approach, sparseness promoting priors such as Laplace and Cauchy are normally used for penalising improbable model variables, thus promoting low complexity solutions. Compressed sensing techniques and homotopy-type solutions, such as the LASSO, utilise l1-norm penalties for obtaining sparse solutions using fewer observations thanconventionally needed. The book emphasizes on the role of sparsity as a machinery for promoting low complexity representations and likewise its connections to variable selection and dimensionality reduction in various engineering problems.This book is intended for researchers, academics and practitioners with interest in various aspects and applications of sparse signal processing.Springer-Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 516 pp. Englisch.

Seller Inventory # 9783642383977

Title
Compressed Sensing & Sparse Filtering
Author
Avishy Y. Carmi
Publisher
Springer, Springer Sep 2013
Publication year
2013
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3642383971
ISBN 13
9783642383977
Item weight
934 grams
Dimensions
241x160x33 mm
Series
Book 69 of 180: Signals and Communication Technology

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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