Abstract: In this paper, large sample properties of resampling tests of hypotheses on the population mean resampled according to the empirical likelihood and the KulbackLeibler criteria are investigated. It is proved that under the null hypothesis both of them are superior to the classical one.

Key words: Test of hypothesis, resampling, empirical likelihood, Kullback-Leibler distance