Spectral asymptotics for contracted tensor ensembles
Abstract
Let be a random real symmetric Wigner-type tensor. For unit vectors , we study the contracted tensor ensemble For large , we show that the joint spectral distribution of this ensemble is well-approximated by a semicircular family whose covariance is given by the rescaled overlaps of the corresponding symmetrized contractions which is the true covariance of the ensemble up to a correction. We further characterize the extreme cases of the variance . Our analysis relies on a tensorial extension of the usual graphical calculus for moment method calculations in random matrix theory, allowing us to access the independence in our random tensor ensemble.
Keywords
Cite
@article{arxiv.2110.01652,
title = {Spectral asymptotics for contracted tensor ensembles},
author = {Benson Au and Jorge Garza-Vargas},
journal= {arXiv preprint arXiv:2110.01652},
year = {2023}
}
Comments
v3: updated to incorporate feedback from referees, including a shorter proof of Proposition 4.2; 31 pages, 7 figures