Multivariate Outlier Explanations using Shapley Values and Mahalanobis Distances


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Documentation for package ‘ShapleyOutlier’ version 0.1.1

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MOE Detecting cellwise outliers using Shapley values based on local outlyingness.
new_shapley Class constructor for class 'shapley'.
new_shapley_algorithm Class constructor for class 'shapley_algorithm'.
new_shapley_interaction Class constructor for class 'shapley_interaction'.
plot.shapley Barplot of Shapley values
plot.shapley_algorithm Barplot and tileplot of Shapley values.
plot.shapley_interaction Plot of Shapley interaction indices
print.shapley Print function for class 'shapley'.
print.shapley_algorithm Print function for class 'shapley_algorithm'.
print.shapley_interaction Print function for class 'shapley_interaction'.
SCD Detecting cellwise outliers using Shapley values.
shapley Decomposition of squared Mahalanobis distance using Shapley values.
shapley_interaction Decomposition of squared Mahalanobis distance using Shapley interaction indices.
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