2020
Mining Concepts for a COVID Interface Terminology for Annotation of EHRs
Keloth V, Zhou S, Lindemann L, Elhanan G, Einstein A, Geller J, Perl Y. Mining Concepts for a COVID Interface Terminology for Annotation of EHRs. 2020, 00: 3753-3760. DOI: 10.1109/bigdata50022.2020.9377981.Peer-Reviewed Original ResearchInterface terminologyDeluge of medical dataAnnotated clinical notesMachine learning techniquesConcept miningTraining dataClinical textHuge volumesLearning techniquesMining conceptsGranular conceptsMedical dataEHRInitial versionIncomplete dataAnnotationMiningCOVID-19 patientsHealthcare servicesConcatenationHealthcare deliveryDelugeOntologyMachineConceptImpact of Diverse Data Sources on Computational Phenotyping
Wang L, Olson J, Bielinski S, St. Sauver J, Fu S, He H, Cicek M, Hathcock M, Cerhan J, Liu H. Impact of Diverse Data Sources on Computational Phenotyping. Frontiers In Genetics 2020, 11: 556. PMID: 32582289, PMCID: PMC7283539, DOI: 10.3389/fgene.2020.00556.Peer-Reviewed Original ResearchDiverse data sourcesElectronic health recordsComputational phenotypingData fragmentationPhenotyping algorithmData sourcesRochester Epidemiology ProjectPositive predictive valueSingle data sourceFalse negative rateRheumatoid arthritisEHR dataMultiple health care systemsHealth recordsMayo dataIncomplete dataType 2 diabetes mellitusAlgorithmPhenotype informationIntegrated sourceHealth care systemScientific discoveryT2DM controlDiabetes mellitusMedical records
2019
Multi-view cluster analysis with incomplete data to understand treatment effects
Chao G, Sun J, Lu J, Wang AL, Langleben DD, Li CS, Bi J. Multi-view cluster analysis with incomplete data to understand treatment effects. Information Sciences 2019, 494: 278-293. PMID: 32863420, PMCID: PMC7455020, DOI: 10.1016/j.ins.2019.04.039.Peer-Reviewed Original ResearchCo-clustering methodsGranular computing methodData entryCo-clustering methodDifferent feature spacesIncomplete dataComputing methodFeature spaceData problemCluster validityIndicator matrixTime windowObserved entriesPrevious methodsEntire viewConsistent clustersDifferent viewsCommon scenarioMissing-data patternsAnalyticsAlgorithmEnhanced formulationCommon methodScenariosRecognition
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