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author:

Jiang, Lanfan (Jiang, Lanfan.) [1] | Zhu, Wenxing (Zhu, Wenxing.) [2] (Scholars:朱文兴)

Indexed by:

EI SCIE

Abstract:

This article proposes a novel iterative weighted group thresholding method for group sparse recovery of signals from underdetermined linear systems. Based on an equivalent weighted group minimization problem with l(p)(p)-norm (0 < p <= 1), we derive closed-form solutions for a subproblem with respect to some specific values of p when using the proximal gradient method. Then, we design the corresponding algorithmic framework, including stopping criterion and the method of nonmonotone line search, and prove that the solution sequence generated by the proposed algorithm converges under some mild conditions. Moreover, based on the proposed algorithm, we develop a homotopy algorithm with an adaptively updated group threshold. Extensive computational experiments on the simulated and real data show that our approach is competitive with state-of-the-art methods in terms of exact group selection, estimation accuracy, and computation time.

Keyword:

Estimation Group sparsity homotopy method Iterative algorithms iterative weighted thresholding (IWT) method Learning systems nonconvex optimization Optimization proximal gradient method Signal processing algorithms Thresholding (Imaging)

Community:

  • [ 1 ] [Jiang, Lanfan]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 2 ] [Zhu, Wenxing]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China

Reprint 's Address:

  • 朱文兴

    [Zhu, Wenxing]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China

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Related Keywords:

Source :

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

ISSN: 2162-237X

Year: 2021

Issue: 1

Volume: 32

Page: 63-76

1 4 . 2 5 5

JCR@2021

1 0 . 2 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:106

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 7

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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