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Statistical analysis of the non-ergodic fractional Ornstein–Uhlenbeck process with periodic mean
Metrika ( IF 0.7 ) Pub Date : 2022-01-24 , DOI: 10.1007/s00184-021-00854-x
Rachid Belfadli 1 , Khalifa Es-Sebaiy 2 , Fatima-Ezzahra Farah 3
Affiliation  

Consider a periodic, mean-reverting Ornstein–Uhlenbeck process \(X=\{X_t,t\ge 0\}\) of the form \(d X_{t}=\left( L(t)+\alpha X_{t}\right) d t+ dB^H_{t}, \quad t \ge 0\), where \(L(t)=\sum _{i=1}^{p}\mu _i\phi _i (t)\) is a periodic parametric function, and \(\{B^H_t,t\ge 0\}\) is a fractional Brownian motion of Hurst parameter \(\frac{1}{2}\le H<1\). In the “ergodic” case \(\alpha <0\), the parametric estimation of \((\mu _1,\ldots ,\mu _p,\alpha )\) based on continuous-time observation of X has been considered in Dehling et al. (Stat Inference Stoch Process 13:175–192, 2010; Stat Inference Stoch Process 20:1–14, 2016) for \(H=\frac{1}{2}\), and \(\frac{1}{2}<H<1\), respectively. In this paper we consider the “non-ergodic” case \(\alpha >0\), and for all \(\frac{1}{2}\le H<1\). We analyze the strong consistency and the asymptotic distribution for the estimator of \((\mu _1,\ldots ,\mu _p,\alpha )\) when the whole trajectory of X is observed.



中文翻译:

具有周期平均值的非遍历分数 Ornstein-Uhlenbeck 过程的统计分析

考虑一个周期性的均值回复 Ornstein–Uhlenbeck 过程\(X=\{X_t,t\ge 0\}\),其形式为\(d X_{t}=\left( L(t)+\alpha X_{ t}\right) d t+ dB^H_{t}, \quad t \ge 0\),其中\(L(t)=\sum _{i=1}^{p}\mu _i\phi _i ( t)\)是周期参数函数,\(\{B^H_t,t\ge 0\}\)是赫斯特参数的分数布朗运动\(\frac{1}{2}\le H<1 \)。在“遍历”情况下\(\alpha <0\) ,基于X的连续时间观察的\((\mu _1,\ldots ,\mu _p,\alpha )\)的参数估计已在德林等人。(Stat Inference Stoch Process 13:175–192, 2010;Stat Inference Stoch Process 20:1–14, 2016)\(H=\frac{1}{2}\)\(\frac{1}{2}<H<1\)分别。在本文中,我们考虑“非遍历”情况\(\alpha >0\),并且对于所有\(\frac{1}{2}\le H<1\)。当观察到X的整个轨迹时,我们分析了\((\mu _1,\ldots ,\mu _p,\alpha )\)的估计量的强一致性和渐近分布。

更新日期:2022-01-24
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