Realized Laplace transforms for pure jump semimartingales with presence of microstructure noise

被引:2
作者
Wang, Li [1 ]
Liu, Zhi [1 ]
Xia, Xiaochao [2 ]
机构
[1] Univ Macau, Ave Univ, Taipa, Macau, Peoples R China
[2] Huazhong Agr Univ, Xiyuan 64,Shizishan St 1, Wuhan, Hubei, Peoples R China
关键词
High-frequency data; Laplace transform; Microstructure noise; Pure jump processes; MAXIMUM-LIKELIHOOD-ESTIMATION; VOLATILITY;
D O I
10.1007/s00500-018-3237-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper considers the estimation of integrated Laplace transform of local volatility' by using noisy high-frequency data. We allow for the presence of microstructure noise under a pure jump semimartingale over a fixed time interval [0,t]. We propose an efficient estimator for the integrated Laplace transform of volatility via applying the pre-averaging method. Under some mild conditions on the Levy density, the asymptotic properties of the estimator including consistency and asymptotic normality are established. Simulation studies further confirm our theoretical results.
引用
收藏
页码:5739 / 5752
页数:14
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