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
  • [1] On copula-based conditional quantile estimators
    Remillard, Bruno
    Nasri, Bouchra
    Bouezmarni, Taoufik
    STATISTICS & PROBABILITY LETTERS, 2017, 128 : 14 - 20
  • [2] Copula-based measures and tests for conditional asymmetry
    Mokhtari, E.
    Dolati, A.
    Dastbaravarde, A.
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2025, 54 (01) : 1 - 22
  • [3] Copula-Based Model for Portfolio of Sector Indices
    Yang Wen-ning
    Long Wen
    Cao Ding-mu
    2013 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING (ICMSE), 2013, : 1720 - 1727
  • [4] Choice of smoothing parameter in multivariate copula-based tail coefficients
    Gijbels, Irene
    Kika, Vojtech
    Omelka, Marek
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2022, 221 : 136 - 153
  • [5] Remarks on a copula-based conditional value at risk for the portfolio problem
    Barreto, Andres Mauricio Molina
    Ishimura, Naoyuki
    INTELLIGENT SYSTEMS IN ACCOUNTING FINANCE & MANAGEMENT, 2023, 30 (03) : 150 - 170
  • [6] Smooth copula-based estimation of the conditional density function with a single covariate
    Janssen, Paul
    Swanepoel, Jan
    Veraverbeke, Noel
    JOURNAL OF MULTIVARIATE ANALYSIS, 2017, 159 : 39 - 48
  • [7] Vine Copula-Based Classifiers with Applications
    Sahin, Oezge
    Joe, Harry
    JOURNAL OF CLASSIFICATION, 2024,
  • [8] Copula-based Markov process
    Fang, Jun
    Jiang, Fan
    Liu, Yong
    Yang, Jingping
    INSURANCE MATHEMATICS & ECONOMICS, 2020, 91 : 166 - 187
  • [9] CONDITIONAL TAIL INDEPENDENCE IN ARCHIMEDEAN COPULA MODELS
    Falk, Michael
    Padoan, Simone A.
    Wisheckel, Florian
    JOURNAL OF APPLIED PROBABILITY, 2019, 56 (03) : 858 - 869
  • [10] Copula-Based Universal Integrals
    Klement, Erich Peter
    Spizzichino, Fabio
    Mesiar, Radko
    Stupnanova, Andrea
    2013 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ - IEEE 2013), 2013,