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作者:

Chen, Haiqing (Chen, Haiqing.) | Cheng, Weihu (Cheng, Weihu.) (学者:程维虎) | Zhu, Leilei (Zhu, Leilei.) | Rong, Yaohua (Rong, Yaohua.)

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摘要:

Generalized Pareto distribution (GPD) is widely used to model exceedances over thresholds. In this paper, we propose a new method, called weighted non linear least squares (WNLS), to estimate the parameters of the three-parameter GPD. Some asymptotic results of the proposed method are provided. An extensive simulation is carried out to evaluate the finite sample behaviour of the proposed method and to compare the behaviour with other methods suggested in the literature. The simulation results show that WNLS outperforms other methods in general situations. Finally, the WNLS is applied to analysis the real-life data.

关键词:

Least squares non linear least squares three-parameter generalized Pareto distribution

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 ] [Chen, Haiqing]Guizhou Normal Coll, Sch Math & Comp Sci, Guiyang, Guizhou, Peoples R China
  • [ 5 ] [Zhu, Leilei]Capital Univ Econ & Business, Overseas Chinese Coll, Beijing, Peoples R China

通讯作者信息:

  • 程维虎

    [Cheng, Weihu]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

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来源 :

COMMUNICATIONS IN STATISTICS-THEORY AND METHODS

ISSN: 0361-0926

年份: 2017

期: 23

卷: 46

页码: 11440-11449

0 . 8 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:39

中科院分区:4

被引次数:

WoS核心集被引频次: 1

SCOPUS被引频次:

ESI高被引论文在榜: 0 展开所有

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