Generating Polynomials and Symmetric Tensor Decompositions

被引:1
|
作者
Jiawang Nie
机构
[1] University of California San Diego,Department of Mathematics
关键词
Symmetric tensor; Tensor rank; Generating polynomial; Generating matrix; Symmetric tensor decomposition; Polynomial system; 15A69; 65F99;
D O I
暂无
中图分类号
学科分类号
摘要
This paper studies symmetric tensor decompositions. For symmetric tensors, there exist linear relations of recursive patterns among their entries. Such a relation can be represented by a polynomial, which is called a generating polynomial. The homogenization of a generating polynomial belongs to the apolar ideal of the tensor. A symmetric tensor decomposition can be determined by a set of generating polynomials, which can be represented by a matrix. We call it a generating matrix. Generally, a symmetric tensor decomposition can be determined by a generating matrix satisfying certain conditions. We characterize the sets of such generating matrices and investigate their properties (e.g., the existence, dimensions, nondefectiveness). Using these properties, we propose methods for computing symmetric tensor decompositions. Extensive examples are shown to demonstrate the efficiency of proposed methods.
引用
收藏
页码:423 / 465
页数:42
相关论文
共 50 条
  • [41] On the optimization landscape of tensor decompositions
    Ge, Rong
    Ma, Tengyu
    [J]. MATHEMATICAL PROGRAMMING, 2022, 193 (02) : 713 - 759
  • [42] Trace decompositions of tensor spaces
    Krupka, D
    [J]. LINEAR & MULTILINEAR ALGEBRA, 2006, 54 (04): : 235 - 263
  • [43] Moment tensor decompositions revisited
    Václav Vavryčuk
    [J]. Journal of Seismology, 2015, 19 : 231 - 252
  • [44] Smoothed Analysis of Tensor Decompositions
    Bhaskara, Aditya
    Charikar, Moses
    Moitra, Ankur
    Vijayaraghavan, Aravindan
    [J]. STOC'14: PROCEEDINGS OF THE 46TH ANNUAL 2014 ACM SYMPOSIUM ON THEORY OF COMPUTING, 2014, : 594 - 603
  • [45] Counting Tensor Rank Decompositions
    Obster, Dennis
    Sasakura, Naoki
    [J]. UNIVERSE, 2021, 7 (08)
  • [46] On μ-symmetric polynomials
    Yang, Jing
    Yap, Chee K.
    [J]. JOURNAL OF ALGEBRA AND ITS APPLICATIONS, 2022, 21 (12)
  • [47] Symmetric polynomials on
    Vasylyshyn, Taras
    [J]. EUROPEAN JOURNAL OF MATHEMATICS, 2020, 6 (01) : 164 - 178
  • [48] SYMMETRIC POLYNOMIALS
    BRATLEY, P
    MCKAY, JKS
    [J]. COMMUNICATIONS OF THE ACM, 1967, 10 (07) : 450 - &
  • [49] Facial Recognition Using Tensor-Tensor Decompositions
    Hao, Ning
    Kilmer, Misha E.
    Braman, Karen
    Hoover, Randy C.
    [J]. SIAM JOURNAL ON IMAGING SCIENCES, 2013, 6 (01): : 437 - 463
  • [50] DECOMPOSITIONS OF REPRESENTATION OF SYMMETRIC GROUP
    石赫
    [J]. Science China Mathematics, 1985, (07) : 697 - 708