Copositivity Detection of Tensors: Theory and Algorithm

被引:43
作者
Chen, Haibin [1 ]
Huang, Zheng-Hai [2 ]
Qi, Liqun [3 ]
机构
[1] Qufu Normal Univ, Sch Management Sci, Rizhao, Shandong, Peoples R China
[2] Tianjin Univ, Sch Math, Tianjin 300072, Peoples R China
[3] Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Symmetric tensor; Strictly copositive tensor; Positive semi-definiteness; Simplicial partition; COMPLEMENTARITY-PROBLEM; POSITIVE-DEFINITE;
D O I
10.1007/s10957-017-1131-2
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
A symmetric tensor is called copositive if it generates a multivariate form taking nonnegative values over the nonnegative orthant. Copositive tensors have found important applications in polynomial optimization, tensor complementarity problems and vacuum stability of a general scalar potential. In this paper, we consider copositivity detection of tensors from both theoretical and computational points of view. After giving several necessary conditions for copositive tensors, we propose several new criteria for copositive tensors based on the representation of the multivariate form in barycentric coordinates with respect to the standard simplex and simplicial partitions. It is verified that, as the partition gets finer and finer, the concerned conditions eventually capture all strictly copositive tensors. Based on the obtained theoretical results with the help of simplicial partitions, we propose a numerical method to judge whether a tensor is copositive or not. The preliminary numerical results confirm our theoretical findings.
引用
收藏
页码:746 / 761
页数:16
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