A decision-tree-based federated learning model with differential privacy is proposed and the resulting drop in explainability is measured via SHAP and MDI.
Differential privacy protection method for decision tree ensemble model,
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Towards Explainable Federated Learning: Understanding the Impact of Differential Privacy
A decision-tree-based federated learning model with differential privacy is proposed and the resulting drop in explainability is measured via SHAP and MDI.