A convergence analysis for iterative sparsification projection with soft-thresholding

The recently proposed iterative sparsification projection (ISP), a fast and robust sparse signal recovery algorithm framework, can be classified as smooth-ISP and nonsmooth-ISP. However, no convergence analysis has been established for the nonsmooth-ISP in the previous works. Motivated by this absen...

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Bibliographic Details
Published in:	Signal, image and video processing Vol. 15; no. 8; pp. 1705 - 1712
Main Author:	Zhu, Tao
Format:	Journal Article
Language:	English
Published:	London Springer London 01.11.2021 Springer Nature B.V
Subjects:	Accumulation Algorithms Computer Imaging Computer Science Convergence Critical point Image Processing and Computer Vision Iterative methods Multimedia Information Systems Original Paper Pattern Recognition and Graphics Projection Robustness (mathematics) Signal reconstruction Signal,Image and Speech Processing Vision Iterative sparsification projection Fixed point mapping Convergence
ISSN:	1863-1703, 1863-1711
Online Access:	Get full text
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