Abstract
We investigate properties of the determinants of tensors, and their applications in the eigenvalue theory of tensors. We show that the determinant inherits many properties of the determinant of a matrix. These properties include: solvability of polynomial systems, product formula for the determinant of a block tensor, product formula of the eigenvalues and Geršgorin's inequality. As a simple application, we show that if the leading coefficient tensor of a polynomial system is a triangular tensor with nonzero diagonal elements, then the system definitely has a solution in the complex space. We investigate the characteristic polynomial of a tensor through the determinant and the higher order traces. We show that the k-th order trace of a tensor is equal to the sum of the k-th powers of the eigenvalues of this tensor, and the coefficients of its characteristic polynomial are recursively generated by the higher order traces. Explicit formula for the second order trace of a tensor is given.
Original language | English |
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Pages (from-to) | 508-531 |
Number of pages | 24 |
Journal | Journal of Symbolic Computation |
Volume | 50 |
DOIs | |
Publication status | Published - 1 Mar 2013 |
Keywords
- Characteristic polynomial
- Determinant
- Eigenvalue
- Tensor
ASJC Scopus subject areas
- Algebra and Number Theory
- Computational Mathematics