Parameter estimation for mean-reversion type stochastic differential equations from discrete observations

被引:1
作者
Wei, Chao [1 ]
机构
[1] Anyang Normal Univ, Sch Math & Stat, Anyang 455000, Peoples R China
关键词
parameter estimation; discrete observation; consistency; asymptotic normality; mean-reversion type; stochastic differential equations; Girsanov transformation; approximate likelihood function; Burkholder-Davis-Gundy inequality; Holder inequality; MAXIMUM-LIKELIHOOD-ESTIMATION; DIFFUSION; MODELS;
D O I
10.1504/IJCSM.2022.124000
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper is concerned with the parameter estimation problem for mean-reversion type stochastic differential equations from discrete observations. The Girsanov transformation is used to simplify the equation because of the expression of the drift coefficient. The approximate likelihood function is given, the consistency of the estimator and asymptotic normality of the error of estimation are proved. An example is provided to verify the results.
引用
收藏
页码:117 / 131
页数:15
相关论文
共 26 条
[1]   Testing continuous-time models of the spot interest rate [J].
Ait-Sahalia, Y .
REVIEW OF FINANCIAL STUDIES, 1996, 9 (02) :385-426
[2]   Maximum likelihood estimation of discretely sampled diffusions:: A closed-form approximation approach [J].
Aït-Sahalia, Y .
ECONOMETRICA, 2002, 70 (01) :223-262
[3]  
Bibby B.M., 1995, BERNOULLI, V1, P17, DOI DOI 10.2307/3318679
[4]   PRICING OF OPTIONS AND CORPORATE LIABILITIES [J].
BLACK, F ;
SCHOLES, M .
JOURNAL OF POLITICAL ECONOMY, 1973, 81 (03) :637-654
[5]   ON THE APPROXIMATE MAXIMUM LIKELIHOOD ESTIMATION FOR DIFFUSION PROCESSES [J].
Chang, Jinyuan ;
Chen, Song Xi .
ANNALS OF STATISTICS, 2011, 39 (06) :2820-2851
[6]  
Corrado C, 1998, J FUTURES MARKETS, V18, P363, DOI 10.1002/(SICI)1096-9934(199806)18:4<363::AID-FUT1>3.0.CO
[7]  
2-K
[8]   AN INTERTEMPORAL GENERAL EQUILIBRIUM-MODEL OF ASSET PRICES [J].
COX, JC ;
INGERSOLL, JE ;
ROSS, SA .
ECONOMETRICA, 1985, 53 (02) :363-384
[9]   A THEORY OF THE TERM STRUCTURE OF INTEREST-RATES [J].
COX, JC ;
INGERSOLL, JE ;
ROSS, SA .
ECONOMETRICA, 1985, 53 (02) :385-407
[10]  
Galtchouk L, 2001, ANN STAT, V29, P1508