STATIONARY MAX-STABLE FIELDS ASSOCIATED TO NEGATIVE DEFINITE FUNCTIONS

被引:264
作者
Kabluchko, Zakhar [1 ]
Schlather, Martin [1 ]
de Haan, Laurens [2 ]
机构
[1] Univ Gottingen, Inst Math Stochast, D-37077 Gottingen, Germany
[2] Erasmus Univ, Dept Econ, NL-3000 DR Rotterdam, Netherlands
关键词
Stationary max-stable processes; Gaussian processes; Poisson point processes; extremes; EXTREME VALUES; MULTIVARIATE;
D O I
10.1214/09-AOP455
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
Let W-i, i is an element of N, be independent copies of a zero-mean Gaussian process {W (t), t is an element of R-d} with stationary increments and variance sigma(2)(t). Independently of W-i, let Sigma(infinity)(i=1) U-delta(i) be a Poisson point process on the real line with intensity e(-y) dy. We show that the law of the random family of functions {V-i(.), i is an element of N}, where V-i(t) = U-i + W-i(t) - sigma(2)(t)/2, is translation invariant. In particular, the process n(t) = V-i=1(infinity) V-i(t) is a stationary max-stable process with standard Gumbel margins. The process eta arises as a limit of a suitably normalized and rescaled pointwise maximum of n i.i.d. stationary Gaussian processes as n -> infinity if and only if W is a (nonisotropic) fractional Brownian motion on R-d. Under suitable conditions on W, the process eta has a mixed moving maxima representation.
引用
收藏
页码:2042 / 2065
页数:24
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