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A unifying Perron-Frobenius theorem for nonnegative tensors via multi-homogeneous maps

arXiv 1801.04215 ↗First posted 12 Jan 2018math.SP cs.DM cs.NAcited by 2

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Abstract (arXiv)

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 T in terms of the associated shape partition. We recast the eigenvalue problem for T 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.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). First posted on arXiv 12 Jan 2018.

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