Considerations to address missing data when deriving clinical trial endpoints from digital health technologies
Di J, Demanuele C, Kettermann A, Karahanoglu F, Cappelleri J, Potter A, Bury D, Cedarbaum J, Byrom B. Considerations to address missing data when deriving clinical trial endpoints from digital health technologies. Contemporary Clinical Trials 2021, 113: 106661. PMID: 34954098, DOI: 10.1016/j.cct.2021.106661.Peer-Reviewed Original ResearchConceptsStatistical approachFunctional data analysisStatistical methodsRobust modelingImputation approachComplex dataTime series dataSeries dataMissingnessHigh-frequency time series dataStarting pointLearning methodsData analysisApproachSummary measuresModelingImputationDeep learning methodsDigital health technologies