English

An edge CLT for the log determinant of Wigner ensembles

Probability 2022-07-11 v2

Abstract

We derive a Central Limit Theorem (CLT) for logdet(WNEN),\log \left\vert\det \left( W_{N}-E_{N}\right)\right\vert, where WNW_{N} is a Wigner matrix, and ENE_{N} is local to the edge of the semi-circle law. Precisely, EN=2+N2/3σNE_N=2+N^{-2/3}\sigma_N with σN\sigma_N being either a constant (possibly negative), or a sequence of positive real numbers, slowly diverging to infinity so that σNlog2N\sigma_N \ll \log^{2} N. We also extend our CLT to cover spiked Wigner matrices. Our interest in the CLT is motivated by its applications to statistical testing in critically spiked models and to the fluctuations of the free energy in the spherical Sherrington-Kirkpatrick model of statistical physics.

Keywords

Cite

@article{arxiv.2011.13723,
  title  = {An edge CLT for the log determinant of Wigner ensembles},
  author = {Iain M. Johnstone and Yegor Klochkov and Alexei Onatski and Damian Pavlyshyn},
  journal= {arXiv preprint arXiv:2011.13723},
  year   = {2022}
}

Comments

36 pages of main text, 61 pages together with supplementary material