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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.

Authors :
Zhou, Anwa
Fan, Jinyan
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

Subjects :
RELAXATION for health
CONES

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