  We give a distribution-dependent concentration inequality for functions of
independent variables. The result extends Bernstein's inequality from sums to
more general functions, whose variation in any argument does not depend too
much on the other arguments. Applications sharpen existing bounds for
U-statistics and the generalization error of regularized least squares.
