Cellwise robust and sparse principal component analysis

Pia Pfeiffer, Laura Vana-Gür, Peter Filzmoser

A first proposal of a sparse and cellwise robust PCA method is presented. Robustness to single outlying cells in the data matrix is achieved by substituting the squared loss functi…