Exact Dimensionality Selection for Bayesian PCA

Charles Bouveyron, Pierre Latouche, Pierre-Alexandre Mattei

We present a Bayesian model selection approach to estimate the intrinsic dimensionality of a high-dimensional dataset. To this end, we introduce a novel formulation of the probabil…