Multivariate Outlier Explanations using Shapley Values and Mahalanobis Distances
ShapleyOutlier: Multivariate Outlier Explanations using Shapley Values...
Pipe operator
Decomposition of squared Mahalanobis distance using Shapley values.
Detecting cellwise outliers using Shapley values based on local outlyi...
Class constructor for class shapley_algorithm.
Class constructor for class shapley_interaction.
Class constructor for class shapley.
Barplot and tileplot of Shapley values.
Plot of Shapley interaction indices
Barplot of Shapley values
Print function for class shapley_algorithm.
Print function for class shapley_interaction.
Print function for class shapley.
Detecting cellwise outliers using Shapley values.
Decomposition of squared Mahalanobis distance using Shapley interactio...
Based on Shapley values to explain multivariate outlyingness and to detect and impute cellwise outliers. Includes implementations of methods described in Mayrhofer and Filzmoser (2023) <doi:10.1016/j.ecosta.2023.04.003>.