QMLE OF THE GENERAL PERIODIC GARCH MODELS

被引:0
作者
Ghezal, Ahmed [1 ]
Zemmouri, Imane [2 ]
机构
[1] Univ Ctr Mila, Dept Math & Comp Sci, Mila, Algeria
[2] Univ Annaba, Dept Math, Elhadjar 23, Annaba, Algeria
来源
JORDAN JOURNAL OF MATHEMATICS AND STATISTICS | 2024年 / 17卷 / 01期
关键词
GARCH model and its extension; strict stationarity; QMLE; ergodicity; strong consistency; asymptotic normality; MAXIMUM-LIKELIHOOD-ESTIMATION; GARCH PROCESSES; STATIONARITY;
D O I
10.47013/17.1.3
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this article, we study the necessary and sufficient conditions that guarantee the strict stationarity of general periodic generalized autoregressive conditional heteroskedasticity models (in the periodic sense). We also obtain conditions for the existence of finite higher-order moments under general and tractable assumptions. We propose the quasi-maximum likelihood estimation of general periodic generalized autoregressive conditional heteroskedasticity parameters and derive their asymptotic properties. We demonstrate the strong consistency and asymptotic normality of the quasi-maximum likelihood estimation in special cases.
引用
收藏
页码:45 / 64
页数:20
相关论文
共 15 条
[1]   Quasi-maximum likelihood estimation of periodic GARCH and periodic ARMA-GARCH processes [J].
Aknouche, Abdelhakim ;
Bibi, Abdelouahab .
JOURNAL OF TIME SERIES ANALYSIS, 2009, 30 (01) :19-46
[2]   Strong approximation for the sums of squares of augmented GARCH sequences [J].
Aue, Alexander ;
Berkes, Istvan ;
Horvath, Lajos .
BERNOULLI, 2006, 12 (04) :583-608
[3]   GARCH processes:: structure and estimation [J].
Berkes, I ;
Horváth, L ;
Kokoszka, P .
BERNOULLI, 2003, 9 (02) :201-227
[4]   On periodic GARCH processes: Stationarity, existence of moments and geometric ergodicity [J].
Bibi A. ;
Aknouche A. .
Mathematical Methods of Statistics, 2008, 17 (4) :305-316
[5]  
Billingsley P., 1961, Proceedings of the American Mathematical Society, V12, P788, DOI [10.1090/s0002-9939-1961-0126871-x, DOI 10.1090/S0002-9939-1961-0126871-X, DOI 10.2307/2034876]
[6]   Periodic autoregressive conditional heteroscedasticity [J].
Bollerslev, T ;
Ghysels, E .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1996, 14 (02) :139-151
[7]   STATIONARITY OF GARCH PROCESSES AND OF SOME NONNEGATIVE TIME-SERIES [J].
BOUGEROL, P ;
PICARD, N .
JOURNAL OF ECONOMETRICS, 1992, 52 (1-2) :115-127
[8]   STRICT STATIONARITY OF GENERALIZED AUTOREGRESSIVE PROCESSES [J].
BOUGEROL, P ;
PICARD, N .
ANNALS OF PROBABILITY, 1992, 20 (04) :1714-1730
[9]   CYCLOERGODIC PROPERTIES OF DISCRETE-PARAMETER NONSTATIONARY STOCHASTIC-PROCESSES [J].
BOYLES, RA ;
GARDNER, WA .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1983, 29 (01) :105-114
[10]   Maximum likelihood estimation of pure GARCH and ARMA-GARCH processes [J].
Francq, C ;
Zakoïan, JM .
BERNOULLI, 2004, 10 (04) :605-637