2024
Automated Interpretation of Lung Sounds by Deep Learning in Children With Asthma: Scoping Review and Strengths, Weaknesses, Opportunities, and Threats Analysis
Ruchonnet-Métrailler I, Siebert J, Hartley M, Lacroix L. Automated Interpretation of Lung Sounds by Deep Learning in Children With Asthma: Scoping Review and Strengths, Weaknesses, Opportunities, and Threats Analysis. Journal Of Medical Internet Research 2024, 26: e53662. PMID: 39178033, PMCID: PMC11380063, DOI: 10.2196/53662.Peer-Reviewed Original ResearchConceptsGrey literature searchArtificial intelligenceScoping reviewPediatric asthmaLiterature searchManagement of pediatric asthmaField of medical AILung auscultationDeep learningMedical AIPersonalized management strategiesData collectionThreat analysisRemote monitoring capabilitiesInterpretation of lung soundsLung soundsAccuracy of AIData setsStandardized assessmentAutomated interpretationPulmonary auscultationAbsence of external validationEarly diagnosisIdentified strengthsLung sound analysis
2020
Weight Erosion: An Update Aggregation Scheme for Personalized Collaborative Machine Learning
Grimberg F, Hartley M, Jaggi M, Karimireddy S. Weight Erosion: An Update Aggregation Scheme for Personalized Collaborative Machine Learning. Lecture Notes In Computer Science 2020, 12444: 160-169. DOI: 10.1007/978-3-030-60548-3_16.Peer-Reviewed Original ResearchAggregation schemeClassification taskBetter privacy guaranteesFederated learning techniquesSharing of dataMachine learning modelsBinary classification taskData setsCollaborative machinePrivacy guaranteesLearning techniquesLearning modelModel personalizationSharingSchemeTaskSuch copyingCopyingPersonalizationSetMachineGuaranteesSGDDataModel