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Ensemble Federated Learning/Ushahidi
Rekodi ya ushahidi wa mbinu

Ensemble Federated Learning

Ensemble Federated Learning combines the privacy-preserving distribution of federated learning with ensemble aggregation: each participating client trains its own local model on private data, and the server aggregates predictions — or model parameters — from all clients using ensemble strategies such as voting, averaging, or stacking, instead of simple parameter averaging alone.

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Ensemble Federated Learning (Federated Ensemble Aggregation)
Rekodi ya mbinu ya kiajenda · ml-model / machine-learning
  • McMahan, H. B., Moore, E., Ramage, D., Hampson, S., & y Arcas, B. A. (2017). Communication-efficient learning of deep networks from decentralized data. In Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS), PMLR 54, 1273–1282. · URL
  • Chen, Y., Qin, X., Wang, J., Yu, C., & Gao, W. (2021). FedHealth: A federated transfer learning framework for wearable healthcare. IEEE Intelligent Systems, 35(4), 83–93. · DOI 10.1109/MIS.2020.2988604
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Same method familyBaggingmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketBoostingmachine-suggested · Relational suggestion, not evidence.Same method familyFederated Learningmachine-suggested · Relational suggestion, not evidence.Same method familyStackingmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketTransfer Learningmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketVoting Ensemblemachine-suggested · Relational suggestion, not evidence.

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Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

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