{ "id": "2210.00420", "version": "v1", "published": "2022-10-02T04:21:11.000Z", "updated": "2022-10-02T04:21:11.000Z", "title": "An Improved Berry-Esseen Bound of Least Squares Estimation for Fractional Ornstein-Uhlenbeck Processes", "authors": [ "Yong Chen", "Xiangmeng Gu" ], "comment": "This english version is translated by Hanxiao GENG from a Chinese version submitted to Acta Mathematica Scientia. The readers in China can find the original Chinese version from the authors by email", "categories": [ "math.PR" ], "abstract": "The aim of this paper is twofold. First, it offers a novel formula to calculate the inner product of the bounded variation function in the Hilbert space $\\mathcal{H}$ associated with the fractional Brownian motion with Hurst parameter $H\\in (0,\\frac12)$. This formula is based on a kind of decomposition of the Lebesgue-Stieljes measure of the bounded variation function and the integration by parts formula of the Lebesgue-Stieljes measure. Second, as an application of the formula, we explore that as $T\\to\\infty$, the asymptotic line for the square of the norm of the bivariate function $f_T(t,s)=e^{-\\theta|t-s|}1_{\\{0\\leq s,t\\leq T\\}}$ in the symmetric tensor space $\\mathcal{H}^{\\odot 2}$ (as a function of $T$), and improve the Berry-Ess\\'{e}en type upper bound for the least squares estimation of the drift coefficient of the fractional Ornstein-Uhlenbeck processes with Hurst parameter $H\\in (\\frac14,\\frac12)$. The asymptotic analysis of the present paper is much more subtle than that of Lemma 17 in Hu, Nualart, Zhou(2019) and the improved Berry-Ess\\'{e}en type upper bound is the best improvement of the result of Theorem 1.1 in Chen, Li (2021). As a by-product, a second application of the above asymptotic analysis is given, i.e., we also show the Berry-Ess\\'{e}en type upper bound for the moment estimation of the drift coefficient of the fractional Ornstein-Uhlenbeck processes where the method is obvious different to that of Proposition 4.1 in Sottinen, Viitasaari(2018).", "revisions": [ { "version": "v1", "updated": "2022-10-02T04:21:11.000Z" } ], "analyses": { "subjects": [ "60G15", "60G22", "62M09" ], "keywords": [ "fractional ornstein-uhlenbeck processes", "squares estimation", "type upper bound", "berry-esseen bound", "bounded variation function" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable" } } }