TABLE 3.
Country | Iceland | Netherland | Sweden | ||||||
---|---|---|---|---|---|---|---|---|---|
Models | MAPE | MAE | RMSE | MAPE | MAE | RMSE | MAPE | MAE | RMSE |
Daily cumulative number of confirmed cases | |||||||||
PR | 27.69 | 715.54 | 830.54 | 9.56 | 10,285.79 | 11,743.07 | 7.39 | 6,742.31 | 8,223.87 |
SVR | 6.71 | 173.88 | 203.87 | 9.45 | 10,195.53 | 11,608.08 | 47.96 | 43,296.94 | 43,666.40 |
DT | 11.40 | 293.92 | 332.64 | 14.26 | 15,463.84 | 18,014.32 | 2.44 | 2,226.53 | 2,701.35 |
GBR | 11.43 | 294.69 | 333.32 | 14.30 | 15,504.66 | 18,049.37 | 2.47 | 2,259.54 | 2,728.62 |
RF | 11.66 | 300.41 | 338.39 | 15.00 | 16,219.56 | 18,667.07 | 2.59 | 2,366.83 | 2,818.11 |
KNN | 11.74 | 302.42 | 340.18 | 15.11 | 16,340.34 | 18,772.11 | 2.61 | 2,381.53 | 2,830.46 |
Holt winter | 7.89 | 202.74 | 225.68 | 3.89 | 4,265.77 | 5,347.75 | 0.82 | 741.17 | 855.84 |
ARIMA | 7.40 | 190.30 | 212.45 | 3.49 | 3,845.05 | 4,967.90 | 0.71 | 650.78 | 813.43 |
SARIMA | 7.49 | 192.93 | 216.84 | 2.07 | 2,297.04 | 3,144.86 | 0.39 | 354.67 | 456.47 |
Daily cumulative number of deaths | |||||||||
PR | 24.29 | 2.42 | 2.78 | 27.86 | 1769.76 | 2060.50 | 17.09 | 1,005.51 | 1,178.89 |
SVR | 20.23 | 2.02 | 2.03 | 34.08 | 2,157.51 | 2,171.72 | 58.15 | 3,417.77 | 3,445.04 |
DT | 0.00 | 0.00 | 0.00 | 0.93 | 59.53 | 75.31 | 0.20 | 11.92 | 14.98 |
GBR | 0.001 | 0.0001 | 0.0001 | 0.95 | 60.99 | 76.47 | 0.23 | 13.89 | 16.59 |
RF | 0.00 | 0.00 | 0.00 | 0.96 | 61.52 | 76.89 | 0.24 | 14.10 | 16.77 |
KNN | 0.00 | 0.00 | 0.00 | 0.98 | 62.53 | 77.70 | 0.236 | 13.92 | 16.62 |
Holt winter | 0.00 | 0.002 | 0.0003 | 0.65 | 41.78 | 54.87 | 0.63 | 37.06 | 41.79 |
ARIMA | 1.20 | 0.12 | 0.13 | 0.60 | 38.59 | 51.96 | 0.57 | 33.83 | 40.15 |
SARIMA | 2.7 | 0.27 | 0.30 | 0.53 | 34.03 | 47.01 | 0.42 | 24.93 | 27.59 |
Three model values were bolded due to those provided best results than other.