Bartlett, Peter; Lugosi, Gábor - Department of Economics and Business, Universitat … - 1998
We derive a new inequality for uniform deviations of averages from their means. The inequality is a common generalization of previous results of Vapnik and Chervonenkis (1974) and Pollard (1986). Using the new inequality we obtain tight bounds for empirical loss minimization learning.