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Tensor convolutions and Hankel tensors |
Changqing XU1(), Yiran XU2 |
1. School of Mathematics and Physics, Suzhou University of Science and Technology, Suzhou 215009, China 2. Department of Geophysics, Institute of Disaster Prevention, Beijing 101601, China |
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Abstract Let be an mth order n-dimensional tensor, where m, nare some positive integers and N:= m(n−1).Then is called a Hankel tensor associated with a vector if for each k= 0, 1, …,Nwhenever σ= (i1, …,im) satisfies i1 +…+im = m+k.We introduce the elementary Hankel tensors which are some special Hankel tensors, and present all the eigenvalues of the elementary Hankel tensors for k= 0, 1, 2. We also show that a convolution can be expressed as the product of some third-order elementary Hankel tensors, and a Hankel tensor can be decomposed as a convolution of two Vandermonde matrices following the definition of the convolution of tensors. Finally, we use the properties of the convolution to characterize Hankel tensors and (0,1) Hankel tensors.
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Keywords
Tensor
convolution
Hankel tensor
elementary Hankel tensor
symmetric tensor
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Corresponding Author(s):
Changqing XU
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Issue Date: 27 November 2017
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