Abstract
This is a survey paper on the recent development of the spectral theory of nonnegative tensors and its applications. After a brief review of the basic definitions on tensors, the H-eigenvalue problem and the Z-eigenvalue problem for tensors are studied separately. To the H-eigenvalue problem for nonnegative tensors, the whole Perron-Frobenius theory for nonnegative matrices is completely extended, while to the Z-eigenvalue problem, there are many distinctions and are studied carefully in details. Numerical methods are also discussed. Three kinds of applications are studied: higher order Markov chains, spectral theory of hypergraphs, and the quantum entanglement.
Original language | English |
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Pages (from-to) | 891-912 |
Number of pages | 22 |
Journal | Numerical Linear Algebra with Applications |
Volume | 20 |
Issue number | 6 |
DOIs | |
Publication status | Published - 1 Dec 2013 |
Keywords
- Eigenvalues for tensors
- High order Markov chain
- Perron-Frobenius theorem
ASJC Scopus subject areas
- Algebra and Number Theory
- Applied Mathematics