Parsimonious Feature Extraction Methods: Extending Robust Probabilistic Projections with Generalized Skew-t

Dorota Toczydlowska, Gareth W. Peters, Pavel V. Shevchenko

We propose a novel generalisation to the Student-t Probabilistic Principal Component methodology which: (1) accounts for an asymmetric distribution of the observation data; (2) is…