When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations

David Liu, Jackie Baek, Tina Eliassi-Rad

We study the fairness of dimensionality reduction methods for recommendations. We focus on the fundamental method of principal component analysis (PCA), which identifies latent com…