中文

An estimate on the maximum of a nice class of stochastic integrals

概率论 2007-05-23 v1

摘要

Let a sequence of iid. random variables ξ1,...,ξn\xi_1,...,\xi_n be given on a space (X,X)(X,\cal X) with distribution μ\mu together with a nice class F\cal F of functions f(x1,...,xk)f(x_1,...,x_k) of kk variables on the product space (Xk,Xk)(X^k,{\cal X}^k). For all fFf\in\cal F we consider the random integral Jn,k(f)J_{n,k}(f) of the function ff with respect to the kk-fold product of the normalized signed measure n(μnμ)\sqrt n(\mu_n-\mu), where μn\mu_n denotes the empirical measure defined by the random variables ξ1,...,ξn\xi_1,...,\xi_n and investigate the probabilities P(supfFJn,k(f)>x)P(\sup_{f\in {\cal F}}|J_{n,k}(f)|>x) for all x>0x>0. We show that for nice classes of functions, for instance if F\cal F is a Vapnik-Cervonenkis class, an almost as good bound can be given for these probabilities as in the case when only the random integral of one function is considered.

引用

@article{arxiv.math/0310324,
  title  = {An estimate on the maximum of a nice class of stochastic integrals},
  author = {Peter Major},
  journal= {arXiv preprint arXiv:math/0310324},
  year   = {2007}
}

备注

This article can also be found at my homepage http://www.renyi.hu/~major/public1.html