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Asymptotic normality for a modified quadratic variation of the Hermite process

Authors :
Ayache, Antoine
Tudor, Ciprian A
Publication Year :
2023

Abstract

We consider a modified quadratic variation of the Hermite process based on some well-chosen increments of this process. These special increments have the very useful property to be independent and identically distributed up to asymptotically negligible remainders. We prove that this modified quadratic variation satisfies a Central Limit Theorem and we derive its rate of convergence under the Wasserstein distance via Stein-Malliavin calculus. As a consequence, we construct, for the first time in the literature related to Hermite processes, a strongly consistent and asymptotically normal estimator for the Hurst parameter.

Subjects

Subjects :
Mathematics - Probability

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2304.10947
Document Type :
Working Paper