MyThisYourThat for interpretable identification of systematic bias in federated learning for biomedical images
Naumova K, Devos A, Karimireddy S, Jaggi M, Hartley M. MyThisYourThat for interpretable identification of systematic bias in federated learning for biomedical images. Npj Digital Medicine 2024, 7: 238. PMID: 39242810, PMCID: PMC11379706, DOI: 10.1038/s41746-024-01226-1.Peer-Reviewed Original ResearchX-ray datasetFederated learningData ownersBiomedical imagingCompromising privacyLearning networkClient dataGlobal prototypesBalanced accuracyData biasOriginal dataCollaborative learningClientsDataModel performanceLearningDiagnostic classifierImagesJoint modelPrediction modelClassifierPrivacyGlobal modelPerformanceDataset