A note on robust hypothesis testing

We introduce a simple new hypothesis testing procedure, which, based on an independent sample drawn from a certain density, detects which of k nominal densities is the true density closest to, under the total variation (L/sub 1/) distance. We obtain a density-free uniform exponential bound for the probability of false detection.