Hierarchical mixtures of Gaussians for combined dimensionality reduction and clustering

Sacha Sokoloski, Philipp Berens

We introduce hierarchical mixtures of Gaussians (HMoGs), which unify dimensionality reduction and clustering into a single probabilistic model. HMoGs provide closed-form expression…