T. Inglot et T. Ledwina, MODERATELY LARGE DEVIATIONS AND EXPANSIONS OF LARGE DEVIATIONS FOR SOME FUNCTIONALS OF WEIGHTED EMPIRICAL PROCESSES, Annals of probability, 21(3), 1993, pp. 1691-1705
Let alpha(n) be the classical empirical process. Assume T, defined on
D[0, 1], satisfies the Lipschitz condition with respect to a weighted
sup-norm in D[0, 1]. Explicit bounds for P(T(alpha(n)) greater-than-or
-equal-to x(n) square-root n) are obtained for every n greater-than-or
-equal-to n0 and all x(n) is-an-element-of (0, sigma], where n0 and si
gma are also explicitly given. These bounds lead to moderately large d
eviations and expansions of the asymptotic large deviations for T(alph
a(n)). The present theory closely relates large and moderately large d
eviations to tails of the asymptotic distributions of considered stati
stics. It unifies and generalizes some earlier results. In particular,
some results of Groeneboom and Shorack are easily derived.