Singular Values and Eigenvalues of Tensors: A Variational Approach

Lek-Heng Lim

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arXiv · math/0607648

Singular Values and Eigenvalues of Tensors: A Variational Approach

Lek-Heng Lim

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Abstract

We propose a theory of eigenvalues, eigenvectors, singular values, and singular vectors for tensors based on a constrained variational approach much like the Rayleigh quotient for symmetric matrix eigenvalues. These notions are particularly useful in generalizing certain areas where the spectral theory of matrices has traditionally played an important role. For illustration, we will discuss a multilinear generalization of the Perron-Frobenius theorem.

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BibTeX RIS

Lek-Heng Lim. 2006-07-26. Singular Values and Eigenvalues of Tensors: A Variational Approach. https://arxiv.org/abs/math/0607648

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