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On a variable metric iterative method for solving the elastic net problem.

Authors :
Liu, Liya
Qin, Xiaolong
Sahu, D. R.
Source :
Mathematical Methods in the Applied Sciences. May2021, Vol. 44 Issue 7, p5251-5264. 14p.
Publication Year :
2021

Abstract

Based on a hybrid steepest‐descent method and a splitting method, we propose a variable metric iterative algorithm, which is useful in computing the elastic net solution. A solution theorem is established in the framework of Hilbert spaces. Numerical results are conducted on the signal processing to demonstrate the capacity and effectiveness of our algorithm. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01704214
Volume :
44
Issue :
7
Database :
Academic Search Index
Journal :
Mathematical Methods in the Applied Sciences
Publication Type :
Academic Journal
Accession number :
149650996
Full Text :
https://doi.org/10.1002/mma.7106