moderate deviations;
partial sums;
U processes;
VC-classes;
decoupling inequality;
maximal inequality for U-statistics;
Bernstein-type inequality;
D O I:
10.1016/S0246-0203(00)01063-3
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:
The moderate deviations principle is shown for the partial sums processes built of U-empirical measures and of U-statistics. It is proved that in the non-degenerate case the conditions for the fixed time principles suffice for the moderate deviations principle to carry over to the corresponding partial sums processes. Given a uniformly bounded VC subgraph class of functions, we obtain corresponding moderate deviations for time dependent U-processes. We use decoupling techniques and apply an improved version of a Bernstein-type inequality for degenerate U-statistics. Moreover, we prove and use a Levy-type maximal inequality for U-statistics, (C) 2001 Editions scientifiques et medicales Elsevier SAS.