Simulating Multivariate Extreme Value Distributions of Logistic Type

被引:3
|
作者
Alec Stephenson
机构
[1] Lancaster University,Department of Mathematics and Statistics
关键词
multivariate extreme value distribution; positive stable distribution; simulation;
D O I
10.1023/A:1026277229992
中图分类号
学科分类号
摘要
Methods are given for simulating from symmetric and asymmetric versions of the multivariate logistic distribution, and from other multivariate extreme value distributions based on the well known logistic model. We consider two general approaches. The first approach uses transformations to derive random variables with a joint distribution function from which it is easy to simulate. The second approach derives from a specification of conditionally independent marginal components, conditioning on positive stable random variables. This specification extends to models of nested or hierarchical type and leads to an efficient way of incorporating marginal censoring. The algorithms presented in Sections 2 and 3 are available on request from the author. They are also included in the R (Ihaka and Gentleman, 1996) package evd (Stephenson, 2002), which is available from http://www.maths.lancs.ac.uk/~stephena/.
引用
收藏
页码:49 / 59
页数:10
相关论文
共 50 条
  • [1] On the copula for multivariate extreme value distributions
    Sanfins, Marco Aurelio
    Valle, Glauco
    [J]. BRAZILIAN JOURNAL OF PROBABILITY AND STATISTICS, 2012, 26 (03) : 288 - 305
  • [2] MODELING MULTIVARIATE EXTREME VALUE DISTRIBUTIONS
    TAWN, JA
    [J]. BIOMETRIKA, 1990, 77 (02) : 245 - 253
  • [3] CHARACTERIZATION THEOREMS FOR EXTREME VALUE AND LOGISTIC DISTRIBUTIONS
    DUBEY, SD
    [J]. ANNALS OF MATHEMATICAL STATISTICS, 1965, 36 (04): : 1324 - &
  • [4] Bayesian inference for multivariate extreme value distributions
    Dombry, Clement
    Engelke, Sebastian
    Oesting, Marco
    [J]. ELECTRONIC JOURNAL OF STATISTICS, 2017, 11 (02): : 4813 - 4844
  • [5] DOMAINS OF ATTRACTION OF MULTIVARIATE EXTREME VALUE DISTRIBUTIONS
    MARSHALL, AW
    OLKIN, I
    [J]. ANNALS OF PROBABILITY, 1983, 11 (01): : 168 - 177
  • [6] A construction principle for multivariate extreme value distributions
    Ballani, F.
    Schlather, M.
    [J]. BIOMETRIKA, 2011, 98 (03) : 633 - 645
  • [7] Dense classes of multivariate extreme value distributions
    Fougeres, Anne-Laure
    Mercadier, Cecile
    Nolan, John P.
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2013, 116 : 109 - 129
  • [8] SOME PROPERTIES OF MULTIVARIATE EXTREME VALUE DISTRIBUTIONS AND MULTIVARIATE TAIL EQUIVALENCE
    TAKAHASHI, R
    [J]. ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 1987, 39 (03) : 637 - 647
  • [9] MULTIVARIATE LOGISTIC DISTRIBUTIONS
    MALIK, HJ
    ABRAHAM, B
    [J]. ANNALS OF STATISTICS, 1973, 1 (03): : 588 - 590
  • [10] Multivariate extreme value distributions and coverage of ranking probabilities
    Joe, H
    [J]. JOURNAL OF MATHEMATICAL PSYCHOLOGY, 2001, 45 (01) : 180 - 188