Likelihood ratio tests for central mixtures

Abstract

The log likelihood ratio is expanded for testing a simple null hypothesis against a sequence of alternative hypotheses in which the observations are sampled from a mixture of distributions located near the null hypothesis. The test criteria depends on the mixing distribution only through its variance and is approximately normally distributed under both hypotheses.mixture of distributions tests of homogeneity likelihood ratio tests close alternative hypothesis