Asymptotic accuracy of Bayes estimation for latent variables with redundancy

Abstract

Hierarchical parametric models consisting of observable and latent variables are widely used for unsupervised learning tasks. For example, a mixture model is a representative hierarchical model for clustering. From the statistical point of view, the models can be regular or singular due to the distribution of data. In the regular case, the models have the… (More)
DOI: 10.1007/s10994-015-5482-3

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