Asymptotics for Model Selection in Probabilistic Principal Component Analysis

Mathias Drton, Andrew McCormack, Daniel Windisch

The probabilistic formulation of principal component analysis promises statistically grounded solutions to the problem of selecting the number of principal components. However, dev…