Bounds for the asymptotic distribution of the likelihood ratio

Citation
Anastasiou Andreas et Reinert Gesine, Bounds for the asymptotic distribution of the likelihood ratio, Annals of applied probability , 30(2), 2020, pp. 608-643
ISSN journal
10505164
Volume
30
Issue
2
Year of publication
2020
Pages
608 - 643
Database
ACNP
SICI code
Abstract
In this paper, we give an explicit bound on the distance to chi-square for the likelihood ratio statistic when the data are realisations of independent and identically distributed random elements. To our knowledge, this is the first explicit bound which is available in the literature. The bound depends on the number of samples as well as on the dimension of the parameter space. We illustrate the bound with three examples: samples from an exponential distribution, samples from a normal distribution and logistic regression.