某些高斯过程增量函数的渐近展开
概率论
2009-10-15 v2
摘要
设G={G(x),x≥0}为具有平稳增量且均值为零的高斯过程,并记σ2(∣x−y∣)=E(G(x)−G(y))2。设f为满足Ef2(η)<\ff的函数,其中η=N(0,1)。当σ2在零处正则变化,且h→0limσ2(h)h2=0andh→0limhσ2(h)=0but(ds2d2σ2(s))j0对某个整数j0≥1局部可积,并满足一些额外的正则性条件时,在L2意义下有\bea && \int_a^bf(\frac{G(x+h)-G(x)}{\sigma (h)}) dx \label{abst}\nn &&\qquad = \sum_{j=0}^{j_0} (h/\sigma(h))^{j} {E(H_{j}(\eta) f(\eta))\over\sqrt {j!}} :(G')^{j}:(I_{[a,b]}) +o({h\over\sigma (h)})^{j_0}\nn \eea。这里Hj是第j阶Hermite多项式。此外,:(G′)j:(I[a,b])是由高斯场G′(g)构造的j阶Wick幂高斯混沌,其协方差为E(G′(g)G′(\wtg))=∫∫ρ(x−y)g(x)\wtg(y)dxdy\label3.7bqs,其中ρ(s)=1/2ds2d2σ2(s)。
引用
@article{arxiv.0707.3928,
title = {Asymptotic expansions for functions of the increments of certain Gaussian processes},
author = {Michael Marcus and Jay Rosen},
journal= {arXiv preprint arXiv:0707.3928},
year = {2009}
}