Singular Values and Eigenvalues of Tensors: A Variational Approach

Details Singular Values and Eigenvalues of Tensors: A Variational Approach Singular Values and Eigenvalues of Tensors: A Variational Approach

2006-07-26

arxiv.org/abs/math/0607648v1

Proceedings of the IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP '05), Vol

Mathematics

Spectral Theory

Scientific paper

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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