Yule-Walker type estimator of first-order time-varying periodic bilinear differential model for stochastic processes

被引:4
|
作者
Bibi, Abdelouahab [1 ]
Merahi, Fateh [2 ]
机构
[1] Larbi Ben Mhidi Univ, Dept Math, Oeb, Algeria
[2] Abbes Laghrour Univ, Dept Math, BP 1252 Route Batna Khenchela, Khenchela 40004, Algeria
关键词
Diffusion processes; Brownian motion; Ito's formula; Yule-Walker estimates; maximum likelihood estimates; MOMENT ESTIMATION;
D O I
10.1080/03610926.2019.1594300
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This paper, studies the class of diffusion processes generated by a first-order continuous-time bilinear processes (COBL(1, 1)) with time-varying coefficients. So, we used the It formula approach for examining the structure of the process and its powers. In time-invariant case, an expression of the moments of any order are given and the continuous autoregressive representation of such version is given, in particular the moments properties of some specifications are however derived. Based on these results we are able to examine the statistical properties as well as we develop an estimation method of the process via the so-called Yule-Walker (YW) type algorithm which relates with unknown parameters of CAR representation. The method is illustrated by a Monte Carlo study and applied to modeling the electricity consumption sampled at each 15 mn in Algeria.
引用
收藏
页码:4046 / 4072
页数:27
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