Bivariate Distributions with Given Extreme Value Attractor

A new class of bivariate distributions is introduced and studied, which encompasses Archimedean copulas and extreme value distributions as special cases. Its dependence structure is described, its maximum and minimum attractors are determined, and an algorithm is given for generating observations from any member of this class. It is also shown how it is possible to construct distributions in this family with a predetermined extreme value attractor. This construction is used to study via simulation the small-sample behavior of a bivariate threshold method suggested by H. Joe, R. L. Smith, and I. Weissman (1992, J. Roy. Statist. Soc. Ser. B54, 171?183) for estimating the joint distribution of extremes of two random variates.

[1]  John B. Shoven,et al.  I , Edinburgh Medical and Surgical Journal.

[2]  M. Sklar Fonctions de repartition a n dimensions et leurs marges , 1959 .

[3]  Masaaki Sibuya,et al.  Bivariate extreme statistics, I , 1960 .

[4]  D. J. G. Farlie,et al.  The performance of some correlation coefficients for a general bivariate distribution , 1960 .

[5]  R. Plackett A Class of Bivariate Distributions , 1965 .

[6]  Takemi Yanagimoto,et al.  Partial orderings of permutations and monotonicity of a rank correlation statistic , 1969 .

[7]  J. D. T. Oliveira,et al.  The Asymptotic Theory of Extreme Order Statistics , 1979 .

[8]  M. J. Frank On the simultaneous associativity ofF(x,y) andx +y -F(x,y) , 1979 .

[9]  Mir M. Ali,et al.  A class of bivariate distri-butions including the bivariate logistic , 1978 .

[10]  M. J. Frank On the simultaneous associativity of F(x, y) and x+y-F(x, y). (Short Communication). , 1978 .

[11]  D. Clayton A model for association in bivariate life tables and its application in epidemiological studies of familial tendency in chronic disease incidence , 1978 .

[12]  G. Simons,et al.  Probability and expectation inequalities , 1982 .

[13]  C. Genest,et al.  The Joy of Copulas: Bivariate Distributions with Uniform Marginals , 1986 .

[14]  Christian Genest,et al.  Copules archimédiennes et families de lois bidimensionnelles dont les marges sont données , 1986 .

[15]  S. Resnick Extreme Values, Regular Variation, and Point Processes , 1987 .

[16]  C. Genest Frank's family of bivariate distributions , 1987 .

[17]  I. Olkin,et al.  Families of Multivariate Distributions , 1988 .

[18]  Jonathan A. Tawn,et al.  Bivariate extreme value theory: Models and estimation , 1988 .

[19]  D. Oakes,et al.  Bivariate survival models induced by frailties , 1989 .

[20]  C. Genest,et al.  A characterization of gumbel's family of extreme value distributions , 1989 .

[21]  J. Hüsler Maxima of normal random vectors: between independence and complete dependence , 1989 .

[22]  Jonathan A. Tawn,et al.  Statistics of Multivariate Extremes , 1990 .

[23]  Paul Deheuvels,et al.  On the limiting behavior of the Pickands estimator for bivariate extreme-value distributions , 1991 .

[24]  S. Coles,et al.  Modelling Extreme Multivariate Events , 1991 .

[25]  Harry Joe,et al.  Bivariate Threshold Methods for Extremes , 1992 .

[26]  C. Genest,et al.  Statistical Inference Procedures for Bivariate Archimedean Copulas , 1993 .

[27]  Harry Joe,et al.  Parametric families of multivariate distributions with given margins , 1993 .

[28]  Laurens de Haan,et al.  Estimating a multidimensional extreme-value distribution , 1993 .

[29]  D. Oakes Multivariate survival distributions , 1994 .

[30]  Christian Genest,et al.  Une famille de lois bidimensionnelles insolite , 1994 .

[31]  Rinya Takahashi,et al.  Domains of Attraction of Multivariate Extreme Value Distributions , 1994, Journal of research of the National Institute of Standards and Technology.

[32]  Jonathan A. Tawn,et al.  Statistical Methods for Multivariate Extremes: An Application to Structural Design , 1994 .

[33]  L. de Haan,et al.  Estimating the spectral measure of an extreme value distribution , 1997 .

[34]  Harry Joe,et al.  Multivariate Distributions from Mixtures of Max-Infinitely Divisible Distributions , 1996 .

[35]  Karen Bandeen-Roche,et al.  Modelling failure-time associations in data with multiple levels of clustering , 1996 .

[36]  Seokhoon Yun On Domains of Attraction of Multivariate Extreme Value Distributions under Absolute Continuity , 1997 .

[37]  Christian Genest,et al.  A Stochastic Ordering Based on a Decomposition of Kendall’s Tau , 1997 .

[38]  Christian Genest,et al.  A nonparametric estimation procedure for bivariate extreme value copulas , 1997 .

[39]  Josef Štěpán,et al.  Distributions with given marginals and moment problems , 1997 .

[40]  H. Joe Multivariate extreme value distributions , 1997 .

[41]  H. Joe Multivariate models and dependence concepts , 1998 .

[42]  R. Nelsen An Introduction to Copulas , 1998 .

[43]  Christian Genest,et al.  “Understanding Relationships Using Copulas,” by Edward Frees and Emiliano Valdez, January 1998 , 1998 .

[44]  Kilani Ghoudi,et al.  Propriétés statistiques des copules de valeurs extrêmes bidimensionnelles , 1998 .

[45]  K. Ghoudi,et al.  Non-Parametric Estimation of the Limit Dependence Function of Multivariate Extremes , 1999 .