Bias-reduced estimators for bivariate tail modelling

被引:13
|
作者
Beirlant, J. [3 ]
Dierckx, G. [3 ,4 ]
Guillou, A. [1 ,2 ]
机构
[1] Univ Strasbourg, F-67084 Strasbourg, France
[2] CNRS, IRMA UMR 7501, F-67084 Strasbourg, France
[3] Katholieke Univ Leuven, Dept Math, Leuven Stat Res Ctr, Louvain, Belgium
[4] Hogesch Univ Brussel, Dept Math & Stat, Brussels, Belgium
来源
INSURANCE MATHEMATICS & ECONOMICS | 2011年 / 49卷 / 01期
关键词
Extreme value theory; Bivariate slowly varying function; Bias reduction; DISTRIBUTIONS;
D O I
10.1016/j.insmatheco.2011.01.010
中图分类号
F [经济];
学科分类号
02 ;
摘要
Ledford and Tawn (1997) introduced a flexible bivariate tail model based on the coefficient of tail dependence and on the dependence of the extreme values of the random variables. In this paper, we extend the concept by specifying the slowly varying part of the model as done by Hall (1982) with the univariate case. Based on Beirlant et al. (2009), we propose a bias-reduced estimator for the coefficient of tail dependence and for the estimation of small tail probabilities. We discuss the properties of these estimators via simulations and a real-life example. Furthermore, we discuss some theoretical asymptotic aspects of this approach. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:18 / 26
页数:9
相关论文
共 50 条
  • [21] A Bias-Reduced Method for TDOA Localization with Receiver Position Errors
    Chen, Xin
    Wang, Ding
    Yang, Ze-yu
    Liu, Zhi-peng
    Wu, Ying
    2018 IEEE 18TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY (ICCT), 2018, : 645 - 649
  • [22] Bias-reduced hindsight experience replay with virtual goal prioritization
    Manela, B.
    Biess, A.
    NEUROCOMPUTING, 2021, 451 : 305 - 315
  • [23] A bias-reduced solution for target localization with illuminator of opportunity passive radar
    Li, Mingzhe
    Li, Xiaojiang
    Wang, Shen
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2019, 32 (18)
  • [24] Joint modelling of the body and tail of bivariate data
    Andre, L. M.
    Wadsworth, J. L.
    O'Hagan, A.
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2024, 189
  • [25] Contextual knowledge graph approach to bias-reduced decision support systems
    Huang, Guang-Li
    Zaslavsky, Arkady
    JOURNAL OF DECISION SYSTEMS, 2024,
  • [26] Bias-reduced and heuristics parameter estimations for the inverse power Lindley distribution
    Cetinkaya, Cagatay
    Bulut, Y. Murat
    INTERNATIONAL JOURNAL OF MODELLING AND SIMULATION, 2023, 43 (05): : 600 - 611
  • [27] Bias-reduced maximum likelihood estimation of the zero-inflated Poisson distribution
    Schwartz, Jacob
    Giles, David E.
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2016, 45 (02) : 465 - 478
  • [28] A Bias-Reduced Solution for Multistatic Localization Using Differential Delays and Doppler Shifts
    Qi, Qinke
    Li, Youming
    Guo, Qiang
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2023, 59 (05) : 5120 - 5133
  • [29] EFFECTS OF QUESTION LENGTH ON VERBAL-BEHAVIOR IN A BIAS-REDUCED INTERVIEW SITUATION
    KOOMEN, W
    DIJKSTRA, W
    EUROPEAN JOURNAL OF SOCIAL PSYCHOLOGY, 1975, 5 (03) : 399 - 403
  • [30] Bias-Reduced Simultaneous Confidence Bands on Generalized Linear Models With Restricted Predictor Variables
    Amy Wagler
    Melinda McCann
    Journal of Statistical Theory and Practice, 2012, 6 (2) : 286 - 302