Singular Values and Eigenvalues of Tensors: A Variational Approach
<|reference_start|>Singular Values and Eigenvalues of Tensors: A Variational Approach: 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.<|reference_end|>
@article{lim2006singular,
    title={Singular Values and Eigenvalues of Tensors: A Variational Approach},
    author={Lek-Heng Lim},
    journal={Proceedings of the IEEE International Workshop on Computational
  Advances in Multi-Sensor Adaptive Processing (CAMSAP '05), Vol. 1 (2005), pp.
  129--132},
    year={2006},
    number={SCCM Technical Report 05-10},
    archivePrefix={arXiv},
    eprint={math/0607648},
    primaryClass={math.SP cs.IR cs.NA math.NA math.OC}
}