Table 3.
Comparison of BeCaked and top-tier forecasting-specialized methods with 31-step forecast.
| BeCaked | ARIMA | Ridge | LASSO | SVR | DTR | RFR | GBR | |
|---|---|---|---|---|---|---|---|---|
| Total infectious cases | ||||||||
| 0.99790 | 0.98777 | |||||||
| MAPE | 0.00509 | 0.23243 | 0.01346 | 0.62084 | 0.23243 | 0.23929 | 0.23262 | |
| Daily infectious cases | ||||||||
| 0.39289 | 0.92269 | |||||||
| MAPE | 0.01268 | 0.38969 | 0.03052 | 0.78887 | 0.38969 | 0.39887 | 0.38998 | |
| Recovered cases | ||||||||
| 0.76234 | 0.96656 | |||||||
| MAPE | 0.01869 | 0.29221 | 0.07195 | 0.64754 | 0.29221 | 0.30097 | 0.29236 | |
| Deceased cases | ||||||||
| 0.88473 | 0.53645 | |||||||
| MAPE | 0.13248 | 0.01988 | 0.04018 | 0.55858 | 0.13248 | 0.13594 | 0.13274 | |
Best results are in [bold].