GLANCE is a new agglomerative algorithm that jointly clusters in feature and counterfactual-action spaces to produce few, low-cost, high-coverage global recourse actions.
Generating collective counterfactual explanations in score-based classifica- tion via mathematical optimization.Expert Systems with Applications, 238: 121954
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GLANCE: Global Actions in a Nutshell for Counterfactual Explainability
GLANCE is a new agglomerative algorithm that jointly clusters in feature and counterfactual-action spaces to produce few, low-cost, high-coverage global recourse actions.