Table 3.
Average weekly mean absolute percentage error (MAPE) of COVID-19 cases per county over our evaluation period in the 50 most populous counties
| Forecast horizon | ||||
|---|---|---|---|---|
| 1 week | 2 weeks | 3 weeks | 4 weeks | |
| CMU-TimeSeries | 24.26 | 38.01 | 49.39 | 47.31 |
| UMass-MechBayes | 24.94 | 38.21 | 53.92 | 62.72 |
| Google_Harvard-CPF | 29.04 | 49.13 | 66.79 | 71.41 |
| FAIR-NRAR | 21.91 | 42.39 | 57.12 | 54.16 |
| COVIDhub-baseline | 23.30 | 37.64 | 51.09 | 51.39 |
| COVIDhub-ensemble | 19.72 | 32.33 | 42.95 | 43.31 |
| COVID-LSTM | 22.06 | 29.29 | 35.60 | 38.30 |
Model with lowest error shown in bold