An Efficient Contrastive Unimodal Pretraining Method for EHR Time Series Data
King R, Kodali S, Krueger C, Yang T, Mortazavi B. An Efficient Contrastive Unimodal Pretraining Method for EHR Time Series Data. 2024, 00: 1-8. DOI: 10.1109/bhi62660.2024.10913624.Peer-Reviewed Original ResearchDeep neural networksElectronic health recordsMachine learningSelf-supervised taskSelf-supervised learningSemi-supervised learningEffective feature extractionMIMIC-III datasetExtract meaningful informationTimeseries dataExtract valuable insightsSOTA methodsContrastive pretrainingLabeled dataFeature extractionNeural networkData batchesEICU datasetTime series dataMeaningful informationMIMIC-IIILinear evaluationComplex mappingComputational demandsHealth records
This site is protected by hCaptcha and its Privacy Policy and Terms of Service apply