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
相关论文
共 50 条
  • [21] Copositive optimization - Recent developments and applications
    Bomze, Immanuel M.
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 216 (03) : 509 - 520
  • [22] Nonconvex tensor rank minimization and its applications to tensor recovery
    Xue, Jize
    Zhao, Yongqiang
    Liao, Wenzhi
    Chan, Jonathan Cheung-Wai
    INFORMATION SCIENCES, 2019, 503 : 109 - 128
  • [23] A Local Geometry of Hyperedges in Hypergraphs, and Its Applications to Social Networks
    Dong Quan Ngoc Nguyen
    Xing, Lin
    INTELLIGENT COMPUTING, VOL 1, 2022, 506 : 590 - 607
  • [24] A Tensor-Based Catheter and Wire Detection and Tracking Framework and Its Clinical Applications
    Ma, YingLiang
    Zhou, Diwei
    Ye, Lei
    Housden, R. James
    Fazili, Ansab
    Rhode, Kawal S.
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2022, 69 (02) : 635 - 644
  • [25] A Tensor Optimization Algorithm for Computing Lagrangians of Hypergraphs
    Chang, Jingya
    Xiao, Bin
    Zhang, Xin
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2023, 198 (02) : 588 - 604
  • [26] DIRECTED HYPERGRAPHS AND APPLICATIONS
    GALLO, G
    LONGO, G
    PALLOTTINO, S
    NGUYEN, S
    DISCRETE APPLIED MATHEMATICS, 1993, 42 (2-3) : 177 - 201
  • [27] A Tensor Optimization Algorithm for Computing Lagrangians of Hypergraphs
    Jingya Chang
    Bin Xiao
    Xin Zhang
    Journal of Optimization Theory and Applications, 2023, 198 : 588 - 604
  • [28] Random hypergraphs and their applications
    Ghoshal, Gourab
    Zlatic, Vinko
    Caldarelli, Guido
    Newman, M. E. J.
    PHYSICAL REVIEW E, 2009, 79 (06)
  • [29] Spectra of hypergraphs and applications
    Feng, KQ
    Li, WCW
    JOURNAL OF NUMBER THEORY, 1996, 60 (01) : 1 - 22
  • [30] Physics Textbook and its main applications
    不详
    TIJDSCHRIFT VOOR GESCHIEDENIS, 2012, 125 (03) : 397 - 399