Dimensionality Reduction and (Bucket) Ranking: a Mass Transportation Approach

Mastane Achab, Anna Korba, Stéphan Clémençon

Abstract: Whereas most dimensionality reduction techniques (\textit{e.g.} PCA, ICA, NMF) for multivariate data essentially rely on linear algebra to a certain extent, summarizing ranking data, viewed as real...