Skip to main content
. 2022 Mar 2;22:55. doi: 10.1186/s12911-022-01787-9

Table 3.

Summary of the results (performance measures) for the 2-day ahead K-SVR model for 4 random test weeks

Metric Model Week 1 Week 2 Week 3 Week 4 Average
2-day ahead with weekend data
MAPE (%) K-SVR 1.41 1.07 0.58 2.62 1.42
K-SVR(3) 1.83 1.40 0.83 2.62 1.67
ARIMA 3.87 2.62 8.25 3.13 4.47
MAE (bed/day) K-SVR 4.87 3.61 2.08 9.01 4.89
K-SVR(3) 6.33 4.75 2.94 8.98 5.75
ARIMA 14.15 9.61 26.42 10.84 15.26
RMSE (bed/day) K-SVR 6.88 4.51 2.36 9.32 5.77
K-SVR(3) 7.74 5.06 3.39 9.92 6.99
ARIMA 16.98 10.49 29.04 13.26 17.44
Error variance K-SVR 2.10E−04 6.00E−05 0.00E+00 5.00E−05 8.00E−05
K-SVR(3) 2.63E−04 6.13E−05 4.56E−05 2.76E−04 1.61E−04
ARIMA 7.51E−04 1.56E−04 2.12E−03 5.91E−04 9.04E−04
2-day ahead without weekend data
MAPE (%) K-SVR 3.18 4.10 2.75 3.33 3.34
K-SVR(3) 6.21 4.32 6.17 5.98 5.67
ARIMA 3.97 3.16 9.75 3.80 5.17
MAE (bed/day) K-SVR 11.08 13.91 9.89 11.46 11.59
K-SVR(3) 21.72 14.74 21.65 20.56 19.67
ARIMA 14.41 11.32 30.98 12.97 17.42
RMSE (bed/day) K-SVR 12.39 17.84 12.79 13.38 14.10
K-SVR(3) 29.48 17.69 25.68 25.51 24.96
ARIMA 16.73 12.43 38.59 14.52 20.57
Error variance K-SVR 2.60E−04 1.12E−03 5.10E−04 4.00E−04 5.70E−04
K-SVR(3) 3.02E−03 9.51E−04 1.43E−03 1.79E−03 1.80E−03
ARIMA 6.41E−04 2.82E−04 7.28E−03 4.88E−04 2.17E−03