Federated training of Cox, DeepSurv, and Random Survival Forest models on cross-institutional breast cancer data outperforms local training and approaches centralized performance, with RSF showing the best overall balance.
Differential privacy: Gradient leakage attacks in federated learning environments,
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Federated Survival Analysis in Healthcare: A Multi-Model Evaluation on Cross-Institutional Heterogeneous Breast Cancer Data
Federated training of Cox, DeepSurv, and Random Survival Forest models on cross-institutional breast cancer data outperforms local training and approaches centralized performance, with RSF showing the best overall balance.