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On testing for homogeneity with zero-inflated models through the lens of model misspecification

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In many applications of two-component mixture models such as the popular zero-inflated model for discrete-valued data, it is customary for the data analyst to evaluate the inherent heterogeneity in view of observed data. To this end, the score test, acclaimed ... ...