M-Tensors and Some Applications
dc.contributor.author | Zhang, L. | |
dc.contributor.author | Qi, L. | |
dc.contributor.author | Zhou, Guanglu | |
dc.date.accessioned | 2017-01-30T13:48:24Z | |
dc.date.available | 2017-01-30T13:48:24Z | |
dc.date.created | 2014-09-24T20:00:18Z | |
dc.date.issued | 2014 | |
dc.identifier.citation | Zhang, L. and Qi, L. and Zhou, G. 2014. M-Tensors and Some Applications. SIAM Journal on Matrix Analysis and Applications. 35 (2): pp. 437-452. | |
dc.identifier.uri | http://hdl.handle.net/20.500.11937/35236 | |
dc.identifier.doi | 10.1137/130915339 | |
dc.description.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 Z-tensors 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 M-tensor 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. | |
dc.publisher | Society for Industrial and Applied Mathematics | |
dc.title | M-Tensors and Some Applications | |
dc.type | Journal Article | |
dcterms.source.volume | 35 | |
dcterms.source.startPage | 437 | |
dcterms.source.endPage | 452 | |
dcterms.source.issn | 08954798 | |
dcterms.source.title | SIAM Journal on Matrix Analysis and Applications | |
curtin.note |
Copyright © 2014 Society for Industrial and Applied Mathematics | |
curtin.department | Department of Mathematics and Statistics | |
curtin.accessStatus | Open access |