Linear homotopy method for computing generalized tensor eigenpairs
Liping CHEN, Lixing HAN, Liangmin ZHOU
Linear homotopy method for computing generalized tensor eigenpairs
Let m, , n be positive integers such that . Let be an mth order n-dimensional tensor, and let be an th order n-dimensional tensor. λ ∈ is called a -eigenvalue of if and for some x ∈. In this paper, we propose a linear homotopy method for solving this eigenproblem. We prove that the method finds all isolated -eigenpairs. Moreover, it is easy to implement. Numerical results are provided to show the efficiency of the proposed method.
Tensors / generalized eigenpairs / polynomial systems / linear homotopy
[1] |
BatesD L, HauensteinJ D, SommeseA J, WamplerC W. Numerically Solving Polynomial Systems with Bertini.Philadelphia: SIAM,2013
|
[2] |
CartwrightD, SturmfelsB. The number of eigenvalues of a tensor.Linear Algebra Appl, 2013, 438: 942–952
CrossRef
Google scholar
|
[3] |
ChangK C, PearsonK, ZhangT. On eigenvalues of real symmetric tensors.J Math Anal Appl, 2009, 350: 416–422
CrossRef
Google scholar
|
[4] |
ChenL, HanL, ZhouL. Computing tensor eigenvalues via homotopy methods.SIAM J Matrix Anal Appl, 2016, 37(1): 290–319
CrossRef
Google scholar
|
[5] |
CuiC, DaiY-H, NieJ. All real eigenvalues of symmetric tensors. SIAM J Matrix Anal Appl,2014, 35: 1582–1601
CrossRef
Google scholar
|
[6] |
HuberB, SturmfelsB. A polyhedral method for solving sparse polynomial systems. Math Comp, 1995, 64: 1541–1555
CrossRef
Google scholar
|
[7] |
LiT Y. Solving polynomial systems by the homotopy continuation method.In: Ciarlet P G, ed. Handbook of Numerial Analysis, XI. Amsterdam: North-Holland, 2003, 209–304
CrossRef
Google scholar
|
[8] |
LimL-H. Singular values and eigenvalues of tensors: a variational approach.In: Proceedings of the IEEE InternationalWorkshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP’05), Vol 1. 2005, 129–132
|
[9] |
MorganA P. Solving Polynomial Systems Using Continuation for Engineering and Scientific Problems.Philadelphia: SIAM, 2009
CrossRef
Google scholar
|
[10] |
QiL. Eigenvalues of a real supersymmetric tensor.J Symbolic Comput, 2005, 40: 1302–1324
CrossRef
Google scholar
|
[11] |
QiL, WangY, WuE X. D-eigenvalues of diffusion kurtosis tensors.J Comput Appl Math, 2008, 221: 150–157
CrossRef
Google scholar
|
[12] |
SommeseA J, WamplerW W. The Numerical Solution of Systems of Polynomials Arising in Engineering and Science.Singapore: World Scientific Pub Co Inc, 2005
CrossRef
Google scholar
|
[13] |
WrightA H. Finding all solutions to a system of a polynomial equations.Math Comp, 1985, 44: 125–133
CrossRef
Google scholar
|
[14] |
ZengZ, LiT Y. NACLab, A Matlab toolbox for numerical algebraic computation.ACM Commun Comput Algebra, 2013, 47: 170–173
CrossRef
Google scholar
|
/
〈 | 〉 |