Asymptotic probability for the bootstrapped means deviations from the sample mean

In this paper, the asymptotic probability for the bootstrapped means deviations from the sample mean is obtained, without imposing any assumptions on joint distribution of the original sequence of random variables from which the bootstrap sample is withdrawn. A non-restrictive assumption of stochastic domination by a random variable is imposed on marginal distributions of this sequence.