Singular vectors of orthogonally decomposable tensors

被引:10
|
作者
Robeva, Elina [1 ]
Seigal, Anna [1 ]
机构
[1] Univ Calif Berkeley, Dept Math, Berkeley, CA 94720 USA
来源
LINEAR & MULTILINEAR ALGEBRA | 2017年 / 65卷 / 12期
关键词
Tensors; spectral theory; RANK-ONE APPROXIMATION; DECOMPOSITION; NUMBER;
D O I
10.1080/03081087.2016.1277508
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Orthogonal decomposition of tensors is a generalization of the singular value decomposition of matrices. In this paper, we study the spectral theory of orthogonally decomposable tensors. For such a tensor, we give a description of its singular vector tuples as a variety in a product of projective spaces.
引用
收藏
页码:2457 / 2471
页数:15
相关论文
共 50 条
  • [1] Locally Optimal Eigenpairs of Orthogonally Decomposable Tensors: A Generalized Proof
    Wang, Lei
    Geng, Xiurui
    Zhang, Lei
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2024, 201 (01) : 199 - 220
  • [2] Perturbation bounds for (nearly) orthogonally decomposable tensors with statistical applications
    Auddy, Arnab
    Yuan, Ming
    INFORMATION AND INFERENCE-A JOURNAL OF THE IMA, 2023, 12 (02) : 1044 - 1072
  • [3] Locally Optimal Eigenpairs of Orthogonally Decomposable Tensors: A Generalized Proof
    Lei Wang
    Xiurui Geng
    Lei Zhang
    Journal of Optimization Theory and Applications, 2024, 201 : 199 - 220
  • [4] VON NEUMANN-TYPE INEQUALITY FOR COMPLETELY ORTHOGONALLY DECOMPOSABLE TENSORS
    Wang, Jie
    PACIFIC JOURNAL OF OPTIMIZATION, 2022, 18 (02): : 395 - 414
  • [5] On the sub differential of symmetric convex functions of the spectrum for symmetric and orthogonally decomposable tensors
    Chretien, Stephane
    Wei, Tianwen
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2018, 542 : 84 - 100
  • [6] SUCCESSIVE RANK-ONE APPROXIMATIONS FOR NEARLY ORTHOGONALLY DECOMPOSABLE SYMMETRIC TENSORS
    Mu, Cun
    Hsu, Daniel
    Goldfarb, Donald
    SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2015, 36 (04) : 1638 - 1659
  • [7] Decomposable critical tensors
    da Silva, JAD
    Rodrigues, F
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2006, 414 (01) : 172 - 198
  • [8] EIGENVECTORS OF ORTHOGONALLY DECOMPOSABLE FUNCTIONS
    Belkin, Mikhail
    Rademacher, Luis
    Voss, James
    SIAM JOURNAL ON COMPUTING, 2018, 47 (02) : 547 - 615
  • [9] Decomposable λ-critical tensors
    Fernandes, Rosario
    da Cruz, Henrique F.
    Rodrigues, Fatima
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2010, 433 (01) : 297 - 317
  • [10] ABSOLUTE VALUES IN ORTHOGONALLY DECOMPOSABLE SPACES
    YAMAMURO, S
    BULLETIN OF THE AUSTRALIAN MATHEMATICAL SOCIETY, 1985, 31 (02) : 215 - 233