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A hierarchy of semidefinite relaxations for completely positive tensor optimization problems.
A hierarchy of semidefinite relaxations for completely positive tensor optimization problems.
- Source :
- Journal of Global Optimization; Oct2019, Vol. 75 Issue 2, p417-437, 21p
- Publication Year :
- 2019
-
Abstract
- In this paper, we study the completely positive (CP) tensor program, which is a linear optimization problem with the cone of CP tensors and some linear constraints. We reformulate it as a linear program over the cone of moments, then construct a hierarchy of semidefinite relaxations for solving it. We also discuss how to find a best CP approximation of a given tensor. Numerical experiments are presented to show the efficiency of the proposed methods. [ABSTRACT FROM AUTHOR]
- Subjects :
- RELAXATION for health
CONES
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Details
- Language :
- English
- ISSN :
- 09255001
- Volume :
- 75
- Issue :
- 2
- Database :
- Complementary Index
- Journal :
- Journal of Global Optimization
- Publication Type :
- Academic Journal
- Accession number :
- 138831538
- Full Text :
- https://doi.org/10.1007/s10898-019-00751-8