Fast Hankel tensor-vector product and its application to exponential data fitting
被引:47
作者:
Ding, Weiyang
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机构:
Fudan Univ, Sch Math Sci, Shanghai 200433, Peoples R ChinaFudan Univ, Sch Math Sci, Shanghai 200433, Peoples R China
Ding, Weiyang
[1
]
Qi, Liqun
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机构:
Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R ChinaFudan Univ, Sch Math Sci, Shanghai 200433, Peoples R China
Qi, Liqun
[2
]
Wei, Yimin
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机构:
Fudan Univ, Sch Math Sci, Shanghai 200433, Peoples R China
Fudan Univ, Shanghai Key Lab Contemporary Appl Math, Shanghai 200433, Peoples R ChinaFudan Univ, Sch Math Sci, Shanghai 200433, Peoples R China
Wei, Yimin
[3
,4
]
机构:
[1] Fudan Univ, Sch Math Sci, Shanghai 200433, Peoples R China
[2] Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
[3] Fudan Univ, Sch Math Sci, Shanghai 200433, Peoples R China
[4] Fudan Univ, Shanghai Key Lab Contemporary Appl Math, Shanghai 200433, Peoples R China
Hankel tensor;
block Hankel tensor;
anti-circulant tensor;
fast tensor-vector product;
fast Fourier transform;
higher-order singular value decomposition;
exponential data fitting;
PARAMETER-ESTIMATION;
MULTILINEAR-ALGEBRA;
DAMPING FACTORS;
ESPRIT;
APPROXIMATION;
DECOMPOSITION;
EIGENVALUES;
FREQUENCIES;
ALGORITHM;
D O I:
10.1002/nla.1970
中图分类号:
O29 [应用数学];
学科分类号:
070104 ;
摘要:
This paper is contributed to a fast algorithm for Hankel tensor-vector products. First, we explain the necessity of fast algorithms for Hankel and block Hankel tensor-vector products by sketching the algorithm for both one-dimensional and multi-dimensional exponential data fitting. For proposing the fast algorithm, we define and investigate a special class of Hankel tensors that can be diagonalized by the Fourier matrices, which is called anti-circulant tensors. Then, we obtain a fast algorithm for Hankel tensor-vector products by embedding a Hankel tensor into a larger anti-circulant tensor. The computational complexity is about O(m2nlogmn) for a square Hankel tensor of order m and dimension n, and the numerical examples also show the efficiency of this scheme. Moreover, the block version for multi-level block Hankel tensors is discussed. Copyright (c) 2015 John Wiley & Sons, Ltd.
机构:
Ecole Natl Super Telecommun Bretagne, GET Telecom Paris, Dept TSI, F-75634 Paris 13, FranceEcole Natl Super Telecommun Bretagne, GET Telecom Paris, Dept TSI, F-75634 Paris 13, France
Badeau, Roland
Boyer, Remy
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机构:
Univ Paris 11, CNRS, LSS, SUPELEC, Gif Sur Yvette, FranceEcole Natl Super Telecommun Bretagne, GET Telecom Paris, Dept TSI, F-75634 Paris 13, France
机构:
Ecole Natl Super Telecommun Bretagne, GET Telecom Paris, Dept TSI, F-75634 Paris 13, FranceEcole Natl Super Telecommun Bretagne, GET Telecom Paris, Dept TSI, F-75634 Paris 13, France
Badeau, Roland
Boyer, Remy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris 11, CNRS, LSS, SUPELEC, Gif Sur Yvette, FranceEcole Natl Super Telecommun Bretagne, GET Telecom Paris, Dept TSI, F-75634 Paris 13, France