Multivariate outlier explanations using Shapley values and Mahalanobis distances

Marcus Mayrhofer, Peter Filzmoser

For the purpose of explaining multivariate outlyingness, it is shown that the squared Mahalanobis distance of an observation can be decomposed into outlyingness contributions origi…