Copositive tensor detection and its applications in physics and hypergraphs

被引:38
|
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; Particle physics; Hypergraphs; COMPLEMENTARITY-PROBLEM; POSITIVE TENSORS; OPTIMIZATION; EIGENVALUES; ALGORITHM; CONE;
D O I
10.1007/s10589-017-9938-1
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
Copositivity of tensors plays an important role in vacuum stability of a general scalar potential, polynomial optimization, tensor complementarity problem and tensor generalized eigenvalue complementarity problem. In this paper, we propose a new algorithm for testing copositivity of high order tensors, and then present applications of the algorithm in physics and hypergraphs. For this purpose, we first give several new conditions for copositivity of tensors based on the representative matrix of a simplex. Then a new algorithm is proposed with the help of a proper convex subcone of the copositive tensor cone, which is defined via the copositivity of Z-tensors. Furthermore, by considering a sum-of-squares program problem, we define two new subsets of the copositive tensor cone and discuss their convexity. As an application of the proposed algorithm, we prove that the coclique number of a uniform hypergraph is equivalent to an optimization problem over the completely positive tensor cone, which implies that the proposed algorithm can be applied to compute an upper bound of the coclique number of a uniform hypergraph. Then we study another application of the proposed algorithm on particle physics in testing copositivity of some potential fields. At last, various numerical examples are given to show the performance of the algorithm.
引用
收藏
页码:133 / 158
页数:26
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