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Nonparametric two-sample tests of high dimensional mean vectors via random integration

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Testing the equality of the means in two samples is a fundamental statistical inferential problem. Most of the existing methods are based on the sum-of-squares or supremum statistics. They are possibly powerful in some situations, but not in others, and they d... ...