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作者:

Chen, Haiqing (Chen, Haiqing.) | Cheng, Weihu (Cheng, Weihu.) (学者:程维虎) | Rong, Yaohua (Rong, Yaohua.) | Zhao, Xu (Zhao, Xu.)

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Scopus SCIE

摘要:

Generalized Pareto distribution (GPD) has been widely used to model exceedances over thresholds. In this article we propose a new method called weighted nonlinear least squares (WNLS) to estimate the parameters of the GPD. The WNLS estimators always exist and are simple to compute. Some asymptotic results of the proposed method are provided. The simulation results indicate that the proposed method performs well compared to existing methods in terms of mean squared error and bias. Its advantages are further illustrated through the analysis of two real data sets.

关键词:

Generalized Pareto distribution least squares order statistics parameter estimation transformations

作者机构:

  • [ 1 ] [Chen, Haiqing]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Cheng, Weihu]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Rong, Yaohua]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 4 ] [Zhao, Xu]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

通讯作者信息:

  • [Zhao, Xu]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

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来源 :

JOURNAL OF APPLIED STATISTICS

ISSN: 0266-4763

年份: 2019

期: 3

卷: 46

页码: 432-448

1 . 5 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:25

被引次数:

WoS核心集被引频次: 3

SCOPUS被引频次: 4

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

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