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Nonnegative Biquadratic Tensors

Numerical Analysis 2025-03-28 v2 Numerical Analysis

Abstract

An M-eigenvalue of a nonnegative biquadratic tensor is referred to as an M+^+-eigenvalue if it has a pair of nonnegative M-eigenvectors. If furthermore that pair of M-eigenvectors is positive, then that M+^+-eigenvalue is called an M++^{++}-eigenvalue. A nonnegative biquadratic tensor has at least one M+^+ eigenvalue, and the largest M+^+-eigenvalue is both the largest M-eigenvalue and the M-spectral radius. For irreducible nonnegative biquadratic tensors, all the M+^+-eigenvalues are M++^{++}-eigenvalues. Although the M+^+-eigenvalues of irreducible nonnegative biquadratic tensors are not unique in general, we establish a sufficient condition to ensure their uniqueness. For an irreducible nonnegative biquadratic tensor, the largest M+^+-eigenvalue has a max-min characterization, while the smallest M+^+-eigenvalue has a min-max characterization. A Collatz algorithm for computing the largest M+^+-eigenvalues is proposed. Numerical results are reported.

Keywords

Cite

@article{arxiv.2503.16176,
  title  = {Nonnegative Biquadratic Tensors},
  author = {Chunfeng Cui and Liqun Qi},
  journal= {arXiv preprint arXiv:2503.16176},
  year   = {2025}
}
R2 v1 2026-06-28T22:28:16.635Z