Turbo Message Passing Algorithms for Structured Signal Recovery

Turbo Message Passing Algorithms for Structured Signal Recovery
Title Turbo Message Passing Algorithms for Structured Signal Recovery PDF eBook
Author Xiaojun Yuan
Publisher Springer Nature
Pages 105
Release 2020-10-13
Genre Technology & Engineering
ISBN 3030547620

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This book takes a comprehensive study on turbo message passing algorithms for structured signal recovery, where the considered structured signals include 1) a sparse vector/matrix (which corresponds to the compressed sensing (CS) problem), 2) a low-rank matrix (which corresponds to the affine rank minimization (ARM) problem), 3) a mixture of a sparse matrix and a low-rank matrix (which corresponds to the robust principal component analysis (RPCA) problem). The book is divided into three parts. First, the authors introduce a turbo message passing algorithm termed denoising-based Turbo-CS (D-Turbo-CS). Second, the authors introduce a turbo message passing (TMP) algorithm for solving the ARM problem. Third, the authors introduce a TMP algorithm for solving the RPCA problem which aims to recover a low-rank matrix and a sparse matrix from their compressed mixture. With this book, we wish to spur new researches on applying message passing to various inference problems. Provides an in depth look into turbo message passing algorithms for structured signal recovery Includes efficient iterative algorithmic solutions for inference, optimization, and satisfaction problems through message passing Shows applications in areas such as wireless communications and computer vision

Future Access Enablers for Ubiquitous and Intelligent Infrastructures

Future Access Enablers for Ubiquitous and Intelligent Infrastructures
Title Future Access Enablers for Ubiquitous and Intelligent Infrastructures PDF eBook
Author Vladimir Poulkov
Publisher Springer Nature
Pages 446
Release 2019-09-13
Genre Computers
ISBN 3030239764

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This book constitutes the refereed post-conference proceedings of the Fourth International Conference on Future Access Enablers for Ubiquitous and Intelligent Infrastructures, FABULOUS 2019, held in Sofia, Bulgaria, in March 2019. This year’s conference topic covers Globalization through Advanced Digital Technologies – as the digitalization in all spheres of life has an impressive influence on communication and daily life in general. The 39 revised full papers were carefully reviewed and selected from 54 submissions. The main topics deal with: healthcare/wellness applications; IoT and sensor networks; IoT security in the digital transformation era; wireless communications and networks; virtual engineering and simulations.

Excursions in Harmonic Analysis, Volume 4

Excursions in Harmonic Analysis, Volume 4
Title Excursions in Harmonic Analysis, Volume 4 PDF eBook
Author Radu Balan
Publisher Birkhäuser
Pages 440
Release 2015-10-20
Genre Mathematics
ISBN 3319201883

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This volume consists of contributions spanning a wide spectrum of harmonic analysis and its applications written by speakers at the February Fourier Talks from 2002 – 2013. Containing cutting-edge results by an impressive array of mathematicians, engineers and scientists in academia, industry and government, it will be an excellent reference for graduate students, researchers and professionals in pure and applied mathematics, physics and engineering. Topics covered include: Special Topics in Harmonic Analysis Applications and Algorithms in the Physical Sciences Gabor Theory RADAR and Communications: Design, Theory, and Applications The February Fourier Talks are held annually at the Norbert Wiener Center for Harmonic Analysis and Applications. Located at the University of Maryland, College Park, the Norbert Wiener Center provides a state-of- the-art research venue for the broad emerging area of mathematical engineering.

Coding and Signal Processing for Magnetic Recording Systems

Coding and Signal Processing for Magnetic Recording Systems
Title Coding and Signal Processing for Magnetic Recording Systems PDF eBook
Author Bane Vasic
Publisher CRC Press
Pages 742
Release 2004-11-09
Genre Computers
ISBN 0203490312

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Implementing new architectures and designs for the magnetic recording read channel have been pushed to the limits of modern integrated circuit manufacturing technology. This book reviews advanced coding and signal processing techniques and architectures for magnetic recording systems. Beginning with the basic principles, it examines read/write operations, data organization, head positioning, sensing, timing recovery, data detection, and error correction. It also provides an in-depth treatment of all recording channel subsystems inside a read channel and hard disk drive controller. The final section reviews new trends in coding, particularly emerging codes for recording channels.

Machine Learning and Wireless Communications

Machine Learning and Wireless Communications
Title Machine Learning and Wireless Communications PDF eBook
Author Yonina C. Eldar
Publisher Cambridge University Press
Pages 559
Release 2022-08-04
Genre Computers
ISBN 1108832989

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Discover connections between these transformative and impactful technologies, through comprehensive introductions and real-world examples.

Precoding and Signal Shaping for Digital Transmission

Precoding and Signal Shaping for Digital Transmission
Title Precoding and Signal Shaping for Digital Transmission PDF eBook
Author Robert F. H. Fischer
Publisher John Wiley & Sons
Pages 506
Release 2005-01-28
Genre Technology & Engineering
ISBN 0471727725

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Eine praktisch orientierte, schrittweise Einführung in die Grundlagen der Präcodierung und der Signalformung, wie es sie bisher noch nicht gab! - mit steigender Datenmenge in Kommunikationsnetzwerken wird die dispersive Natur der Kanäle (Kupfer, Faseroptik oder drahtlos) für die Qualität des Signals immer bedeutender - Algorithmen zur Präcodierung und Signalformung spielen eine zunehmende Rolle in der modernen Telekommunikation - ihre Implementation erlaubt eine effizientere Nutzung der Bandbreite; so kann ein gegebenes Netzwerk eine größere Datenmenge oder eine größere Anzahl von Benutzern unterstützen, ohne physikalisch erweitert zu werden - der Band illustriert die Theorie mit Beispielen aus der drahtgebundenen und drahtlosen Kommunikation

Information Theory, Inference and Learning Algorithms

Information Theory, Inference and Learning Algorithms
Title Information Theory, Inference and Learning Algorithms PDF eBook
Author David J. C. MacKay
Publisher Cambridge University Press
Pages 694
Release 2003-09-25
Genre Computers
ISBN 9780521642989

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Information theory and inference, taught together in this exciting textbook, lie at the heart of many important areas of modern technology - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics and cryptography. The book introduces theory in tandem with applications. Information theory is taught alongside practical communication systems such as arithmetic coding for data compression and sparse-graph codes for error-correction. Inference techniques, including message-passing algorithms, Monte Carlo methods and variational approximations, are developed alongside applications to clustering, convolutional codes, independent component analysis, and neural networks. Uniquely, the book covers state-of-the-art error-correcting codes, including low-density-parity-check codes, turbo codes, and digital fountain codes - the twenty-first-century standards for satellite communications, disk drives, and data broadcast. Richly illustrated, filled with worked examples and over 400 exercises, some with detailed solutions, the book is ideal for self-learning, and for undergraduate or graduate courses. It also provides an unparalleled entry point for professionals in areas as diverse as computational biology, financial engineering and machine learning.