applications to multivariate risk measurements, extending the standard notion of value at risk
and conditional value at risk from the real line to R d. Our new concepts are built upon the
recent definition of Monge-Kantorovich quantiles based on the theory of optimal transport,
and they provide a natural way to characterize multivariate tail probabilities and central
areas of point clouds. They preserve the univariate interpretation of a typical observation that …