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Estimating Mixture Entropy with Pairwise Distances

Mixture distributions arise in many parametric and non-parametric settings, for example in Gaussian mixture models and in non-parametric estimation. It is often necessary to compute the entropy of a mixture, but in most cases this quantity has no …