Copula-based conditional tail indices

被引:2
作者
Coia, Vincenzo [1 ]
Joe, Harry [2 ]
Nolde, Natalia [2 ]
机构
[1] BGC Engn, Vancouver, BC, Canada
[2] Univ British Columbia, Dept Stat, Vancouver, BC, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Conditional distribution; Copula; Regular variation; Tail index; Vine;
D O I
10.1016/j.jmva.2023.105268
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
Consider a multivariate distribution of (X, Y), where X is a vector of predictor variables and Y is a response variable. Results are obtained for comparing the conditional and marginal tail indices, eY|X(x) and eY, based on conditional distributions {FY|X(& sdot;|x)} and marginal distribution FY, respectively. For a multivariate distribution based on a copula, the conditional tail index can be decomposed into a product of copula -based conditional tail indices and the marginal tail index. In some applications, one may want eY|X(x) to be non -constant, and some new copula families are derived to facilitate this.
引用
收藏
页数:14
相关论文
共 50 条
  • [31] ON DEPENDENCE STRUCTURE OF COPULA-BASED MARKOV CHAINS
    Longla, Martial
    ESAIM-PROBABILITY AND STATISTICS, 2014, 18 : 570 - 583
  • [32] An introduction to copula-based bivariate reliability Concepts
    Sreelakshmi, N.
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2018, 47 (04) : 996 - 1012
  • [33] COPULA-BASED QUANTILE REGRESSION FOR LONGITUDINAL DATA
    Wang, Huixia Judy
    Feng, Xingdong
    Dong, Chen
    STATISTICA SINICA, 2019, 29 (01) : 245 - 264
  • [34] Copula-based estimation of health inequality measures
    Bouezmarni, Taoufik
    Doukali, Mohamed
    Taamouti, Abderrahim
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 2025,
  • [35] Copula-based semiparametric models for spatiotemporal data
    Tang, Yanlin
    Wang, Huixia J.
    Sun, Ying
    Hering, Amanda S.
    BIOMETRICS, 2019, 75 (04) : 1156 - 1167
  • [36] Dynamic copula-based Markov time series
    Abegaz, Fentaw
    Naik-Nimbalkar, U. V.
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2008, 37 (15) : 2447 - 2460
  • [37] On factor copula-based mixed regression models
    Krupskii, Pavel
    Nasri, Bouchra
    Remillard, Bruno N.
    ELECTRONIC JOURNAL OF STATISTICS, 2025, 19 (01): : 1133 - 1173
  • [38] A Copula-based Mechanical System Reliability Model
    Yang Hong-wei
    Zhao Yu-an
    He Cheng-ming
    PROCEEDINGS 18TH ISSAT INTERNATIONAL CONFERENCE ON RELIABILITY & QUALITY IN DESIGN, 2012, : 340 - 344
  • [39] A copula-based family of fuzzy implication operators
    Dolati, Ali
    Fernandez Sanchez, Juan
    Ubeda-Flores, Manuel
    FUZZY SETS AND SYSTEMS, 2013, 211 : 55 - 61
  • [40] Comparison of Trivariate Copula-Based Conditional Quantile Regression Versus Machine Learning Methods for Estimating Copper Recovery
    Hernandez, Heber
    Diaz-Viera, Martin Alberto
    Alberdi, Elisabete
    Goti, Aitor
    MATHEMATICS, 2025, 13 (04)