2.3 Discriminative clustering for high-dimensional data

A new family of 12 probabilistic models, introduced recently, aims to simultaneously clus- ter and visualize high-dimensional data. It is based on a mixture model which fits the data into a latent discriminative subspace with an intrinsic dimension bounded by the number of clusters. An estimation pr…