A fast algorithm for the spectral radii of weakly reducible nonnegative tensors

被引:40
作者
Zhou, Guanglu [1 ]
Wang, Gang [2 ]
Qi, Liqun [3 ]
Alqahtani, Mohammed [1 ]
机构
[1] Curtin Univ, Dept Math & Stat, Perth, WA, Australia
[2] Qufu Normal Univ, Sch Management Sci, Rizhao, Shandong, Peoples R China
[3] Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
positive definiteness; spectral radius; symmetric nonnegative tensors; Z-tensors; SHIFTED POWER METHOD; LARGEST EIGENVALUE; CONVERGENT ALGORITHM;
D O I
10.1002/nla.2134
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we propose a fast algorithm for computing the spectral radii of symmetric nonnegative tensors. In particular, by this proposed algorithm, we are able to obtain the spectral radii of weakly reducible symmetric nonnegative tensors without requiring the partition of the tensors. As we know, it is very costly to determine the partition for large-sized weakly reducible tensors. Numerical results are reported to show that the proposed algorithm is efficient and also able to compute the spectral radii of large-sized tensors. As an application, we present an algorithm for testing the positive definiteness of Z-tensors. By this algorithm, it is guaranteed to determine the positive definiteness for any Z-tensor.
引用
收藏
页数:10
相关论文
共 21 条
  • [1] [Anonymous], 1962, Matrix Iterative Analysis
  • [2] Chang KC, 2008, COMMUN MATH SCI, V6, P507
  • [3] PRIMITIVITY, THE CONVERGENCE OF THE NQZ METHOD, AND THE LARGEST EIGENVALUE FOR NONNEGATIVE TENSORS
    Chang, Kung-Ching
    Pearson, Kelly J.
    Zhang, Tan
    [J]. SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2011, 32 (03) : 806 - 819
  • [4] A survey on the spectral theory of nonnegative tensors
    Chang, Kungching
    Qi, Liqun
    Zhang, Tan
    [J]. NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS, 2013, 20 (06) : 891 - 912
  • [5] Chen L, 2017, ARXIV170107534
  • [6] COMPUTING TENSOR EIGENVALUES VIA HOMOTOPY METHODS
    Chen, Liping
    Han, Lixing
    Zhou, Liangmin
    [J]. SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2016, 37 (01) : 290 - 319
  • [7] On the best rank-1 and rank-(R1,R2,...,RN) approximation of higher-order tensors
    De Lathauwer, L
    De Moor, B
    Vandewalle, J
    [J]. SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2000, 21 (04) : 1324 - 1342
  • [8] Perron-Frobenius theorem for nonnegative multilinear forms and extensions
    Friedland, S.
    Gaubert, S.
    Han, L.
    [J]. LINEAR ALGEBRA AND ITS APPLICATIONS, 2013, 438 (02) : 738 - 749
  • [9] Strictly nonnegative tensors and nonnegative tensor partition
    Hu ShengLong
    Huang ZhengHai
    Qi LiQun
    [J]. SCIENCE CHINA-MATHEMATICS, 2014, 57 (01) : 181 - 195
  • [10] SHIFTED POWER METHOD FOR COMPUTING TENSOR EIGENPAIRS
    Kolda, Tamara G.
    Mayo, Jackson R.
    [J]. SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2011, 32 (04) : 1095 - 1124