Frequency-Domain Estimation of Continuous-Time Bilinear Processes

被引:0
作者
Abdelouahab Bibi
Fateh Merahi
机构
[1] Larbi Ben M’hidi University,Department of Mathematics
[2] Abbes Laghrour University,Department of Mathematics
来源
Communications in Mathematics and Statistics | 2021年 / 9卷
关键词
Continuous-time bilinear processes; Whittle estimator; Consistency; Asymptotic normality; 40A05; 40A25; 45G05;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, we study in frequency domain some probabilistic and statistical properties of continuous-time version of the well-known bilinear processes driven by a standard Brownian motion. This class of processes which encompasses many commonly used processes in the literature was defined as a nonlinear stochastic differential equation which has raised considerable interest in the last few years. So, the L2\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${\mathbb {L}}_{2}$$\end{document}-structure of the process is studied and its covariance function is given. These structures will lead to study the strong consistency and asymptotic normality of the Whittle estimates of the unknown parameters involved in the process. Finite sample properties are also considered through Monte Carlo experiments. In end, the model is then used to model the exchanges rate of the Algerian Dinar against the US dollar.
引用
收藏
页码:379 / 403
页数:24
相关论文
共 11 条
[1]  
Bibi A(2015)A note on Int. J. Stat. Prob. 4 150-160
[2]  
Merahi F(1989)-structure of continuous-time bilinear processes with time-varying coefficients Statistics 20 547-557
[3]  
Florens-Zmirou D(1973)Approximate discrete time schemes for statistics of diffusion processes J. Appl. Probab. 10 130-145
[4]  
Hannan EJ(2004)The asymptotic theory of linear time series models J. Appl. Probab. 41 601-622
[5]  
Klüppelberg C(1984)A continuous time GARCH process driven by a Lévy process: Stationarity and second order behaviour Probab. Math. Stat. 4 91-107
[6]  
Lindner A(2003)A study of one-dimensional bilinear differential model for stochastic processes Handb. Stat. 21 827-870
[7]  
Maller R(undefined)On the theory of discrete and continuous bilinear time series models undefined undefined undefined-undefined
[8]  
Le Breton A(undefined)undefined undefined undefined undefined-undefined
[9]  
Musiela M(undefined)undefined undefined undefined undefined-undefined
[10]  
Subba Rao T(undefined)undefined undefined undefined undefined-undefined