Robust PCA: Optimization of the Robust Reconstruction Error over the Stiefel Manifold

Anastasia Podosinnikova, Simon Setzer, Matthias Hein

It is well known that Principal Component Analysis (PCA) is strongly affected by outliers and a lot of effort has been put into robustification of PCA. In this paper we present a n…