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University of Massachusetts Amherst

Biostatistics and Epidemiology Faculty Publications Series

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Evaluating Epidemic Forecasts In An Interval Format, Johannes Bracher, Evan L. Ray, Tilmann Gneiting, Nicholas G. Reich Jan 2021

Evaluating Epidemic Forecasts In An Interval Format, Johannes Bracher, Evan L. Ray, Tilmann Gneiting, Nicholas G. Reich

Biostatistics and Epidemiology Faculty Publications Series

For practical reasons, many forecasts of case, hospitalization, and death counts in the context of the current Coronavirus Disease 2019 (COVID-19) pandemic are issued in the form of central predictive intervals at various levels. This is also the case for the forecasts collected in the COVID-19 Forecast Hub (https://covid19forecasthub.org/). Forecast evaluation metrics like the logarithmic score, which has been applied in several infectious disease forecasting challenges, are then not available as they require full predictive distributions. This article provides an overview of how established methods for the evaluation of quantile and interval forecasts can be applied to epidemic forecasts in …