A unifying Perron-Frobenius theorem for nonnegative tensors via multi-homogeneous maps
Abstract
We introduce the concept of shape partition of a tensor and formulate a general tensor eigenvalue problem that includes all previously studied eigenvalue problems as special cases. We formulate irreducibility and symmetry properties of a nonnegative tensor in terms of the associated shape partition. We recast the eigenvalue problem for as a fixed point problem on a suitable product of projective spaces. This allows us to use the theory of multi-homogeneous order-preserving maps to derive a new and unifying Perron-Frobenius theorem for nonnegative tensors which either implies earlier results of this kind or improves them, as weaker assumptions are required. We introduce a general power method for the computation of the dominant tensor eigenpair, and provide a detailed convergence analysis.
Keywords
Cite
@article{arxiv.1801.04215,
title = {A unifying Perron-Frobenius theorem for nonnegative tensors via multi-homogeneous maps},
author = {Antoine Gautier and Francesco Tudisco and Matthias Hein},
journal= {arXiv preprint arXiv:1801.04215},
year = {2021}
}
Comments
author's accepted version