Whittle parameter estimation for vector ARMA models with heavy-tailed noises
被引:5
|
作者:
She, Rui
论文数: 0引用数: 0
h-index: 0
机构:
Southwestern Univ Finance & Econ, Ctr Stat Res, Sch Stat, Chengdu, Peoples R ChinaSouthwestern Univ Finance & Econ, Ctr Stat Res, Sch Stat, Chengdu, Peoples R China
She, Rui
[1
]
Mi, Zichuan
论文数: 0引用数: 0
h-index: 0
机构:
Shanxi Univ Finance & Econ, Taiyuan, Shanxi, Peoples R ChinaSouthwestern Univ Finance & Econ, Ctr Stat Res, Sch Stat, Chengdu, Peoples R China
Mi, Zichuan
[2
]
Ling, Shiqing
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Math, Hong Kong, Peoples R ChinaSouthwestern Univ Finance & Econ, Ctr Stat Res, Sch Stat, Chengdu, Peoples R China
Ling, Shiqing
[3
]
机构:
[1] Southwestern Univ Finance & Econ, Ctr Stat Res, Sch Stat, Chengdu, Peoples R China
[2] Shanxi Univ Finance & Econ, Taiyuan, Shanxi, Peoples R China
[3] Hong Kong Univ Sci & Technol, Dept Math, Hong Kong, Peoples R China
ARMA models;
Heavy-tailed random variable;
Periodogram process;
Whittle estimation;
LONG-MEMORY;
SAMPLE COVARIANCE;
POINT-PROCESSES;
LIMIT THEORY;
D O I:
10.1016/j.jspi.2021.12.003
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 Whittle estimation for vector autoregressive and moving average (ARMA) models with heavy-tailed noises. It is shown that the Whittle estimator is consistent with the rate of convergence n(1/alpha) (L) over tilde (n) and its limiting distribution is a function of two stable random vectors, where (L) over tilde (n) is a slowly varying function and alpha is an element of (0, 2) is the tail index of heavy-tailed vector noise. A simulation study is carried out to assess the performance of this estimator in finite samples and a real example is given. This paper includes several limiting theorems for the general heavy-tailed vector processes, which is independent of interest. (C) 2021 Elsevier B.V. All rights reserved.
机构:
Beijing Inst Technol, Sch Math & Stat, Beijing, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing, Peoples R China
Guo, Feifei
Ling, Shiqing
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Math, Kowloon, HongKong, Peoples R China
Hong Kong Univ Sci & Technol, Dept Math, Hong Kong, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing, Peoples R China
Ling, Shiqing
Mi, Zichuan
论文数: 0引用数: 0
h-index: 0
机构:
Shanxi Univ Finance & Econ, Dept Stat, Taiyuan, Shanxi, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing, Peoples R China
机构:
Southwestern Univ Finance & Econ, Ctr Stat Res, Chengdu, Peoples R China
Southwestern Univ Finance & Econ, Sch Stat, Chengdu, Peoples R ChinaSouthwestern Univ Finance & Econ, Ctr Stat Res, Chengdu, Peoples R China
She, Rui
Ling, Shiqing
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Math, Hong Kong, Peoples R ChinaSouthwestern Univ Finance & Econ, Ctr Stat Res, Chengdu, Peoples R China
机构:
Chongqing Univ Posts & Telecommun, Key Lab Intelligent Air Ground Cooperat Control U, Dept Automat, Chongqing 400065, Peoples R ChinaChongqing Univ Posts & Telecommun, Key Lab Intelligent Air Ground Cooperat Control U, Dept Automat, Chongqing 400065, Peoples R China
Zhu, Hao
Zou, Ke
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Univ Posts & Telecommun, Key Lab Intelligent Air Ground Cooperat Control U, Dept Automat, Chongqing 400065, Peoples R ChinaChongqing Univ Posts & Telecommun, Key Lab Intelligent Air Ground Cooperat Control U, Dept Automat, Chongqing 400065, Peoples R China
Zou, Ke
Li, Yongfu
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Univ Posts & Telecommun, Key Lab Intelligent Air Ground Cooperat Control U, Dept Automat, Chongqing 400065, Peoples R ChinaChongqing Univ Posts & Telecommun, Key Lab Intelligent Air Ground Cooperat Control U, Dept Automat, Chongqing 400065, Peoples R China
Li, Yongfu
Leung, Henry
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calgary, Dept Elect & Comp Engn, 2500 Univ Dr NW, Calgary, AB T2N 1N4, CanadaChongqing Univ Posts & Telecommun, Key Lab Intelligent Air Ground Cooperat Control U, Dept Automat, Chongqing 400065, Peoples R China