Turbo message passing algorithms for structured signal recovery

著者

    • Yuan, Xiaojun
    • Xue, Zhipeng

書誌事項

Turbo message passing algorithms for structured signal recovery

Xiaojun Yuan, Zhipeng Xue

(SpringerBriefs in computer science)

Springer, c2020

大学図書館所蔵 件 / 2

この図書・雑誌をさがす

注記

Includes bibliographical references and index

内容説明・目次

内容説明

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

目次

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.

「Nielsen BookData」 より

関連文献: 1件中  1-1を表示

詳細情報

  • NII書誌ID(NCID)
    BC04276180
  • ISBN
    • 9783030547615
  • 出版国コード
    sz
  • タイトル言語コード
    eng
  • 本文言語コード
    eng
  • 出版地
    Cham
  • ページ数/冊数
    xi, 105 p.
  • 大きさ
    24 cm
  • 親書誌ID
ページトップへ