Experts has a new look! Let us know what you think of the updates.

Provide feedback
Home
Scholarly Works
Asymptotic Behavior of Eigenvalues of...
Journal article

Asymptotic Behavior of Eigenvalues of Variance-Covariance Matrix of a High-Dimensional Heavy-Tailed Lévy Process

Abstract

In this paper, we study the limiting behavior of eigenvalues of the variance-covariance matrix of a random sample from a multivariate subordinator heavy-tailed Lévy process, and use large deviations of a heavy-tailed stochastic process to derive the limit distributions of its components. We confine our study to multivariate Lévy processes with regularly varying random components and possibly different indices of regularity. Assuming that the …

Authors

Teimouri A; Tata M; Rezapour M; Kulik R; Balakrishnan N

Journal

Methodology and Computing in Applied Probability, Vol. 23, No. 4, pp. 1353–1375

Publisher

Springer Nature

Publication Date

December 2021

DOI

10.1007/s11009-020-09818-6

ISSN

1387-5841