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A Gradient Projection Algorithm with a New Stepsize for Nonnegative Sparsity-Constrained Optimization.
- Source :
-
Mathematical Problems in Engineering . 8/26/2020, p1-7. 7p. - Publication Year :
- 2020
-
Abstract
- Nonnegative sparsity-constrained optimization problem arises in many fields, such as the linear compressing sensing problem and the regularized logistic regression cost function. In this paper, we introduce a new stepsize rule and establish a gradient projection algorithm. We also obtain some convergence results under milder conditions. [ABSTRACT FROM AUTHOR]
- Subjects :
- *ALGORITHMS
*COST functions
*IMAGE reconstruction algorithms
Subjects
Details
- Language :
- English
- ISSN :
- 1024123X
- Database :
- Academic Search Index
- Journal :
- Mathematical Problems in Engineering
- Publication Type :
- Academic Journal
- Accession number :
- 145318015
- Full Text :
- https://doi.org/10.1155/2020/6489190