COPOSITIVE TENSOR OPTIMIZATION PROBLEM AND ITS APPLICATIONS TO HYPERGRAPHS

被引:0
|
作者
Wang, Chunyan [1 ]
Chen, Haibin [1 ]
Wang, Yiju [1 ]
Yan, Hong [2 ]
Zhou, Guanglu [3 ]
机构
[1] Qufu Normal Univ, Sch Management Sci, Rizhao 276800, Peoples R China
[2] City Univ Hong Kong, Dept Elect Engn, Hong Kong, Peoples R China
[3] Curtin Univ, Dept Math & Stat, Perth, WA 6845, Australia
基金
中国国家自然科学基金;
关键词
Copositive tensor; copositive tensor optimization problem; KKT system; uniform hypergraph; SEMIDEFINITE; ALGORITHM;
D O I
10.3934/jimo.2023109
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
. In this paper, we consider the copositive optimization problem with high-order copositive tensors, which can be used to estimate the coclique number of uniform hypergraphs. Firstly, we present a checkable equivalent condition for the Slater constraint qualification. Then, based on the standard simplex, we focus on solving a new kind of CTOP from hypergraph theory. To do that, two approximation problems are established and a linear approximation algorithm is proposed for the original CTOP. It is proven that the optimal value of the original problem lies between the optimal values of the two approximation problems. Furthermore, relationships between the optimal solutions are considered. Finally, the proposed algorithm is applied to estimate the coclique number of uniform hypergraphs, and numerical results show its efficiency.
引用
收藏
页码:926 / 941
页数:16
相关论文
共 50 条
  • [21] On the Uniform Duality in Copositive Optimization
    Kostyukova, O. I.
    Tchemisova, T. V.
    Dudina, O. S.
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2024, 203 (02) : 1940 - 1966
  • [22] A Structure Optimization Tensor FEM and Its Application in Ion Flow Field Problem
    Zhou, Yuxin
    Wang, Guangming
    Xu, Daran
    Xu, Luwen
    Hao, Jiahe
    Cheng, Qiwen
    Zou, Jun
    Lecture Notes in Electrical Engineering, (521-531):
  • [23] Tensor Entropy for Uniform Hypergraphs
    Chen, Can
    Rajapakse, Indika
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2020, 7 (04): : 2889 - 2900
  • [24] A class of bilinear matrix constraint optimization problem and its applications
    Zhang, Wenjuan
    Feng, Xiangchu
    Xiao, Feng
    Wang, Xudong
    KNOWLEDGE-BASED SYSTEMS, 2021, 231 (231)
  • [25] A homogeneous polynomial associated with general hypergraphs and its applications
    Hou, Yuan
    Chang, An
    Zhang, Lei
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2020, 591 : 72 - 86
  • [26] A gentle, geometric introduction to copositive optimization
    Burer, Samuel
    MATHEMATICAL PROGRAMMING, 2015, 151 (01) : 89 - 116
  • [27] Scalable tensor methods for nonuniform hypergraphs
    Aksoy, Sinan G.
    Amburg, Ilya
    Young, Stephen J.
    arXiv, 2023,
  • [28] Scalable Tensor Methods for Nonuniform Hypergraphs
    Aksoy, Sinan G.
    Amburg, Ilya
    Young, Stephen J.
    SIAM JOURNAL ON MATHEMATICS OF DATA SCIENCE, 2024, 6 (02): : 481 - 503
  • [29] A gentle, geometric introduction to copositive optimization
    Samuel Burer
    Mathematical Programming, 2015, 151 : 89 - 116
  • [30] Tensor Kalman Filter and Its Applications
    Chang, Shih Yu
    Wu, Hsiao-Chun
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 35 (06) : 6435 - 6448