Optimal Berry-Ess\'een bound for Maximum likelihood estimation of the drift parameter in $ \alpha $-Brownian bridge
Probability
2020-09-01 v2 Statistics Theory
Statistics Theory
Abstract
Let . In the present paper we consider the -Brownian bridge defined as , where is a standard Brownian motion. We investigate the optimal rate of convergence to normality of the maximum likelihood estimator (MLE) for the parameter based on the continuous observation as . We prove that an optimal rate of Kolmogorov distance for central limit theorem on the MLE is given by , as . First we compute an upper bound and then find a lower bound with the same speed using Corollary 1 and Corollary 2 of \cite{kp-JVA}, respectively.
Keywords
Cite
@article{arxiv.2005.06905,
title = {Optimal Berry-Ess\'een bound for Maximum likelihood estimation of the drift parameter in $ \alpha $-Brownian bridge},
author = {Khalifa Es-Sebaiy and Jabrane Moustaaid},
journal= {arXiv preprint arXiv:2005.06905},
year = {2020}
}