JAMA · 2018 · 243 citations · 6 references
ComputingComputer ScienceData ScienceBig Data AnalyticsMachine LearningPredictive AnalyticsDecision Support AnalyticsMachine Learning For Big DataPredictive ModelingRisk EstimationRisk ModelingRisk PredictionBarriersData-driven Risk AnalysisMachine Learning Forecasting ModelsMachine Learning Model RiskMachine Learning Prediction ModelsMachine Learning Risk Models
This Viewpoint describes 4 major barriers to useful risk prediction that may not be easily overcome by new methods in machine learning and, in some instances, may be more difficult to overcome in the era of big data.
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Assessing the Performance of Prediction Models
Ewout W. Steyerberg, Andrew J. Vickers, Nancy R. Cook et al. · Epidemiology · 2009 · 4.9K citations · Full text
Calibration of Risk Prediction Models
Ben Van Calster, Andrew J. Vickers · Medical Decision Making · 2014 · 358 citations · Full text