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ON NEW CLASSES OF NONNEGATIVE SYMMETRIC TENSORS.

Authors :
CHEN, BILIAN
SIMAI HE
ZHENING LI
SHUZHONG ZHANG
Source :
SIAM Journal on Optimization. 2017, Vol. 27 Issue 1, p292-318. 27p.
Publication Year :
2017

Abstract

In this paper we introduce three new classes of nonnegative forms (or equivalently, symmetric tensors) and their extensions. The newly identified nonnegative symmetric tensors constitute distinctive convex cones in the space of general symmetric tensors (order six or above). For the special case of quartic forms, they collapse into the set of convex quartic homogeneous polynomial functions. We discuss the properties and applications of the new classes of nonnegative symmetric tensors in the context of polynomial and tensor optimization. Numerical experiments for solving certain polynomial optimization models based on the new class es of nonnegative symmetric tensors are presented. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10526234
Volume :
27
Issue :
1
Database :
Academic Search Index
Journal :
SIAM Journal on Optimization
Publication Type :
Academic Journal
Accession number :
122890488
Full Text :
https://doi.org/10.1137/140988796