中文

某些高斯过程增量函数的渐近展开

概率论 2009-10-15 v2

摘要

G={G(x),x0}G=\{G(x),x\ge 0\}为具有平稳增量且均值为零的高斯过程,并记σ2(xy)=E(G(x)G(y))2\sigma^2(|x-y|)= E(G(x)-G(y))^2。设ff为满足Ef2(η)<\ffEf^{2}(\eta)<\ff的函数,其中η=N(0,1)\eta=N(0,1)。当σ2\sigma^2在零处正则变化,且limh0h2σ2(h)=0andlimh0σ2(h)h=0but(d2ds2σ2(s))j0 \lim_{h\to 0}{h^2\over \sigma^2(h)}= 0\qquad {and}\qquad \lim_{h\to 0}{\sigma^2(h)\over h}= 0 \quad {but} \quad ({d^{2}\over ds^2}\sigma^2(s))^{j_0} 对某个整数j01j_0\ge 1局部可积,并满足一些额外的正则性条件时,在L2L^2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HjH_j是第jj阶Hermite多项式。此外,:(G)j:(I[a,b]):(G')^{j}:(I_{[a,b]})是由高斯场G(g) G'(g) 构造的jj阶Wick幂高斯混沌,其协方差为E(G(g)G(\wtg))=ρ(xy)g(x)\wtg(y)dxdy\label3.7bqs, E(G'(g)G'(\wt g)) = \int \int \rho (x-y)g(x)\wt g(y) dx dy\label{3.7bqs}, 其中ρ(s)=1/2d2ds2σ2(s) \rho(s)={1/2}{d^{2}\over ds^2}\sigma^2(s)

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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}
}