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Turbo Message Passing Algorithms for Structured Signal Recovery by Xiaojun Yuan
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Located in: Fairfield, Ohio, United States
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eBay item number:386717600299
Item specifics
- Condition
- Brand New: A new, unread, unused book in perfect condition with no missing or damaged pages. See all condition definitionsopens in a new window or tab
- ISBN-13
- 9783030547615
- Type
- NA
- Publication Name
- NA
- ISBN
- 9783030547615
- Publication Year
- 2020
- Format
- Trade Paperback
- Language
- English
- Book Title
- Turbo Message Passing Algorithms for Structured Signal Recovery
- Item Length
- 9.3in
- Publisher
- Springer International Publishing A&G
- Genre
- Technology & Engineering, Computers
- Topic
- Signals & Signal Processing, Networking / General, Telecommunications
- Item Width
- 6.1in
- Item Weight
- 16 Oz
- Number of Pages
- Xi, 105 Pages
About this product
Product Information
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
Product Identifiers
Publisher
Springer International Publishing A&G
ISBN-10
3030547612
ISBN-13
9783030547615
eBay Product ID (ePID)
17050087177
Product Key Features
Book Title
Turbo Message Passing Algorithms for Structured Signal Recovery
Format
Trade Paperback
Language
English
Topic
Signals & Signal Processing, Networking / General, Telecommunications
Publication Year
2020
Genre
Technology & Engineering, Computers
Number of Pages
Xi, 105 Pages
Dimensions
Item Length
9.3in
Item Width
6.1in
Item Weight
16 Oz
Additional Product Features
Number of Volumes
1 Vol.
Lc Classification Number
Tk5101-5105.9
Table of Content
Introduction.- Turbo Message Passing for Compressed Sensing.- Turbo Message Passing for Affine Rank Minimization.- Turbo Message Passing for Compressed Robust Principal Component Analysis.- Learned Turbo Message Passing Algorithms.- Future Research Directions.- Conclusion.
Copyright Date
2020
Series
Springerbriefs in Computer Science Ser.
Illustrated
Yes
Item description from the seller
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eBay item number:386717600299
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