Abstract
We introduce M-tensors. This concept extends the concept of M-matrices. We denote Z-tensors as the tensors with nonpositive off-diagonal entries. We show that M-tensors must be Ztensors and the maximal diagonal entry must be nonnegative. The diagonal elements of a symmetric M-tensor must be nonnegative. A symmetric M-tensor is copositive. Based on the spectral theory of nonnegative tensors, we show that the minimal value of the real parts of all eigenvalues of an Mtensor is its smallest H+-eigenvalue and also is its smallest H-eigenvalue. We show that a Z-tensor is an M-tensor if and only if all its H+-eigenvalues are nonnegative. Some further spectral properties of M-tensors are given. We also introduce strong M-tensors, and some corresponding conclusions are given. In particular, we show that all H-eigenvalues of strong M-tensors are positive. We apply this property to study the positive definiteness of a class of multivariate forms associated with Z-tensors. We also propose an algorithm for testing the positive definiteness of such a multivariate form.
Original language | English |
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Pages (from-to) | 437-452 |
Number of pages | 16 |
Journal | SIAM Journal on Matrix Analysis and Applications |
Volume | 35 |
Issue number | 2 |
DOIs | |
Publication status | Published - 1 Jan 2014 |
Keywords
- M-tensors
- Multivariate form
- Positive definiteness
- Z-tensors
ASJC Scopus subject areas
- Analysis