Counterfactual Explanations


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Documentation for package ‘counterfactuals’ version 0.1.4

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CounterfactualMethod Base class for Counterfactual Explanation Methods
CounterfactualMethodClassif Base class for Counterfactual Explanation Methods for Classification Tasks
CounterfactualMethodRegr Base class for Counterfactual Explanation Methods for Regression Tasks
Counterfactuals Counterfactuals Class
dist_to_interval Computes the (absolute, pairwise) distance between the vector elements and an interval
eval_distance Evaluates a distance function and checks for correct output format
make_param_set Creates a ParamSet for the features of a data.table.
MOCClassif MOC (Multi-Objective Counterfactual Explanations) for Classification Tasks
MOCRegr MOC (Multi-Objective Counterfactual Explanations) for Regression Tasks
NICEClassif NICE (Nearest Instance Counterfactual Explanations) for Classification Tasks
NICERegr NICE (Nearest Instance Counterfactual Explanations) for Regression Tasks
RandomSearchClassif Random Search for Classification Tasks
RandomSearchRegr Random Search for Regression Tasks
smallest_n_indices Returns the indices of the n smallest elements in a vector
WhatIfClassif WhatIf for Classification Tasks
WhatIfRegr WhatIf for Regression Tasks