Efficient convex PCA with applications to Wasserstein GPCA and ranked data

Steven Campbell, Ting-Kam Leonard Wong

Convex PCA, which was introduced in Bigot et al. (2017), modifies Euclidean PCA by restricting the data and the principal components to lie in a given convex subset of a Hilbert sp…