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Alternating forward–backward splitting for linearly constrained optimization problems
- Source :
- Optimization Letters. 14:1071-1088
- Publication Year :
- 2019
- Publisher :
- Springer Science and Business Media LLC, 2019.
-
Abstract
- We present an alternating forward–backward splitting method for solving linearly constrained structured optimization problems. The algorithm takes advantage of the separable structure and possibly asymmetric regularity properties of the objective functions involved. We also describe some applications to the study of non-Newtonian fluids and image reconstruction problems. We conclude with a numerical example, and its comparison with Condat’s algorithm. An acceleration heuristic is also briefly outlined.
- Subjects :
- Mathematical optimization
Acceleration
Control and Optimization
Optimization problem
Computer science
Heuristic (computer science)
Convex optimization
Structure (category theory)
Business, Management and Accounting (miscellaneous)
Computational intelligence
Iterative reconstruction
Separable space
Subjects
Details
- ISSN :
- 18624480 and 18624472
- Volume :
- 14
- Database :
- OpenAIRE
- Journal :
- Optimization Letters
- Accession number :
- edsair.doi...........0295e2b7a380d8bafdb4a4cf7379e443
- Full Text :
- https://doi.org/10.1007/s11590-019-01388-y