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Optimizing Disease Outbreak Forecast Ensembles

Spencer J. Fox, Minsu Kim, Lauren Ancel Meyers, Nicholas G Reich, Evan L Ray

2024Emerging infectious diseases12 citationsDOIOpen Access PDF

Abstract

On the basis of historical influenza and COVID-19 forecasts, we found that more than 3 forecast models are needed to ensure robust ensemble accuracy. Additional models can improve ensemble performance, but with diminishing accuracy returns. This understanding will assist with the design of current and future collaborative infectious disease forecasting efforts.

Topics & Concepts

OutbreakDiseaseVirologyMedicineInternal medicineData-Driven Disease SurveillanceCOVID-19 epidemiological studiesInfluenza Virus Research Studies
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