Featured Publications
Detecting model misconducts in decentralized healthcare federated learning
Kuo T, Pham A. Detecting model misconducts in decentralized healthcare federated learning. International Journal Of Medical Informatics 2021, 158: 104658. PMID: 34923447, PMCID: PMC10017272, DOI: 10.1016/j.ijmedinf.2021.104658.Peer-Reviewed Original ResearchFederated learningFederated machine learningDetection methodDetection frameworkLearning iterationsMalicious intentLearning methodsMachine learningArtificial intelligenceParameter tuningComputational costCross-institutional collaborationLearningLearning processIterationPerformance detectorsDetectionIncorrect modelFrameworkAlgorithmDatasetDetect misconductIntelligencePlagiarismMethod
2024
WebQuorumChain: A web framework for quorum-based health care model learning
Shao X, Pham A, Kuo T. WebQuorumChain: A web framework for quorum-based health care model learning. Informatics In Medicine Unlocked 2024, 50: 101590. PMID: 39483487, PMCID: PMC11526443, DOI: 10.1016/j.imu.2024.101590.Peer-Reviewed Original ResearchExecution timeBack-endDecentralized federated learningDecentralized machine learningFederated learning networkFront-endAverage execution timeBack-end layerBack-end functionsWeb-based systemData-driven discoveryFederated learningPrivacy-preservingData privacyPrivacy concernsRuntime efficiencyCollaborative machinesWeb frameworkModel learningSecurity promisesSystem overheadsLow-level processingLearning networkMachine learningVisualization tools