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
相关论文
共 50 条
  • [1] Copositivity Detection of Tensors: Theory and Algorithm
    Haibin Chen
    Zheng-Hai Huang
    Liqun Qi
    Journal of Optimization Theory and Applications, 2017, 174 : 746 - 761
  • [2] Copositivity of Three-Dimensional Symmetric Tensors
    Qi, Liqun
    Song, Yisheng
    Zhang, Xinzhen
    ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH, 2023, 40 (03)
  • [3] An SDP Method for Copositivity of Partially Symmetric Tensors
    Wang, Chunyan
    Chen, Haibin
    Che, Haitao
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020
  • [4] Analytical expressions of copositivity for fourth-order symmetric tensors
    Song, Yisheng
    Qi, Liqun
    ANALYSIS AND APPLICATIONS, 2021, 19 (05) : 779 - 800
  • [5] Copositivity for 3rd-Order Symmetric Tensors and Applications
    Liu, Jiarui
    Song, Yisheng
    BULLETIN OF THE MALAYSIAN MATHEMATICAL SCIENCES SOCIETY, 2022, 45 (01) : 133 - 152
  • [6] Copositivity for 3rd-Order Symmetric Tensors and Applications
    Jiarui Liu
    Yisheng Song
    Bulletin of the Malaysian Mathematical Sciences Society, 2022, 45 : 133 - 152
  • [7] An improved algorithm to test copositivity
    Julia Sponsel
    Stefan Bundfuss
    Mirjam Dür
    Journal of Global Optimization, 2012, 52 : 537 - 551
  • [8] An improved algorithm to test copositivity
    Sponsel, Julia
    Bundfuss, Stefan
    Dur, Mirjam
    JOURNAL OF GLOBAL OPTIMIZATION, 2012, 52 (03) : 537 - 551
  • [9] On Regular Simplex Division in Copositivity Detection
    Salmeron, J. M. G.
    Casado, L. G.
    Hendrix, E. M. T.
    14TH INTERNATIONAL GLOBAL OPTIMIZATION WORKSHOP (LEGO), 2019, 2070
  • [10] Algorithmic copositivity detection by simplicial partition
    Bundfuss, Stefan
    Duer, Mirjam
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2008, 428 (07) : 1511 - 1523