Article ID Journal Published Year Pages File Type
10525811 Statistics & Probability Letters 2013 14 Pages PDF
Abstract
Let θ>0. We consider a one-dimensional fractional Ornstein-Uhlenbeck process defined as dXt=−θXtdt+dBt,t≥0, where B is a fractional Brownian motion of Hurst parameter H∈(12,1). We are interested in the problem of estimating the unknown parameter θ. For that purpose, we dispose of a discretized trajectory, observed at n equidistant times ti=iΔn,i=0,…,n, and Tn=nΔn denotes the length of the 'observation window'. We assume that Δn→0 and Tn→∞ as n→∞. As an estimator of θ we choose the least squares estimator (LSE) θ̂n. The consistency of this estimator is established. Explicit bounds for the Kolmogorov distance, in the case when H∈(12,34), in the central limit theorem for the LSE θ̂n are obtained. These results hold without any kind of ergodicity on the process X.
Related Topics
Physical Sciences and Engineering Mathematics Statistics and Probability
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