GroupCART trains decision trees with weighted fairness and accuracy split criteria, selects the Pareto-best models on validation, and combines their votes to reduce bias in predictions.
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Software Engineering Principles for Fairer Systems: Experiments with GroupCART
GroupCART trains decision trees with weighted fairness and accuracy split criteria, selects the Pareto-best models on validation, and combines their votes to reduce bias in predictions.