Parameter estimation for generalized Pareto distribution by generalized probability weighted moment-equations
被引:8
|
作者:
Chen, Haiqing
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
Guizhou Normal Coll, Sch Math & Comp Sci, Guiyang, Guizhou, Peoples R ChinaBeijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
Chen, Haiqing
[1
,2
]
Cheng, Weihu
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R ChinaBeijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
Cheng, Weihu
[1
]
Zhao, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R ChinaBeijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
Zhao, Jing
[1
]
Zhao, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R ChinaBeijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
Zhao, Xu
[1
]
机构:
[1] Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
[2] Guizhou Normal Coll, Sch Math & Comp Sci, Guiyang, Guizhou, Peoples R China
The generalized Pareto distribution (GPD) has been widely used to model exceedances over a threshold. This article generalizes the method of generalized probability weighted moments, and applies this method to estimate the parameters of GPD. The estimator is computationally easy. Some asymptotic results of this method are provided. Two simulations are carried out to investigate the behavior of this method and to compare them with other methods suggested in the literature. The simulation results show that the performance of the proposed method is better than some other methods. Finally, this method is applied to analyze a real-life data.
机构:
Faculty of Statistics and Informatics, Veracruzana University, Xalapa, VerFaculty of Statistics and Informatics, Veracruzana University, Xalapa, Ver
Juárez S.F.
Schucany W.R.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Statistical Science, Southern Methodist University, Dallas, TXFaculty of Statistics and Informatics, Veracruzana University, Xalapa, Ver