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arXiv 1607.01430math.PR
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高斯场齐次泛函的一致尾逼近

Uniform tail approximation of homogenous functionals of Gaussian fields

Krzysztof Dȩbicki, Enkelejd Hashorva, Peng Liu

摘要:

设$X(t),t\in R^d$是一个具有连续轨迹的中心高斯随机场,并设$ξ_u(t)= X(f(u)t),t\in R^d$与$f$为正函数.经典的结果建立$P\{ Γ(ξ_u) > u\}$的尾渐近$u\to \infty$与$Γ(ξ_u)= \sup_{t \in [0,T ]^d} ξ_u(t),T>0$的要求,$f(u) \to 0$与速度控制的$X$的相关函数的本地行为。最近的研究表明,对于应用程序更一般的连续泛函比上确界应考虑和高斯场也可以依赖于一些额外的参数$τ_u \in K$,说$ξ_{u,τ_u}(t),t\in R^d$。在这篇文章中,我们得到了一致的近似$P\{ Γ(ξ_{u,τ_u})> u\}$的$τ_u$在某些指标集$K_u$,作为$u\to\infty$。我们的主要结果具有重要的理论意义;两个应用已经包括在[10,11]中。本文给出了三个新的结果,即:(1)给出了双极大概率的一致上界;(2)将Piterbag-Prisyazhnyuk定理推广到中心高斯域$ξ_{u}$的几大类齐次泛函;(3)证明了广义Piterbag-Prisyazhnyuk常数的有限性。

英文摘要:

Let $X(t),t\in R^d$ be a centered Gaussian random field with continuous trajectories and set $ξ_u(t)= X(f(u)t),t\in R^d$ with $f$ some positive function. Classical results establish the tail asymptotics of $P\{ Γ(ξ_u) > u\}$ as $u\to \infty$ with $Γ(ξ_u)= \sup_{t \in [0,T ]^d} ξ_u(t),T>0$ by requiring that $f(u) \to 0$ with speed controlled by the local behaviour of the correlation function of $X$. Recent research shows that for applications more general continuous functionals than supremum should be considered and the Gaussian field can depend also on some additional parameter $τ_u \in K$, say $ξ_{u,τ_u}(t),t\in R^d$. In this contribution we derive uniform approximations of $P\{ Γ(ξ_{u,τ_u})> u\}$ with respect to $τ_u$ in some index set $K_u$, as $u\to\infty$. Our main result have important theoretical implications; two applications are already included in [10,11]. In this paper we present three additional ones, namely i) we derive uniform upper bounds for the probability of double-maxima, ii) we extend Piterbarg-Prisyazhnyuk theorem to some large classes of homogeneous functionals of centered Gaussian fields $ξ_{u}$, and iii) we show the finiteness of generalized Piterbarg constants.

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