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

Table 2.

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

Metric Model Week 1 Week 2 Week 3 Week 4 Average
1-day ahead with weekend data
MAPE (%) K-SVR 0.93 1.19 0.49 1.81 1.11
K-SVR(3) 0.76 1.49 0.73 2.40 1.35
ARIMA 3.45 2.64 2.86 4.22 3.29
MAE (bed/day) K-SVR 3.25 4.01 1.76 6.24 3.81
K-SVR(3) 2.69 5.03 2.65 8.30 4.67
ARIMA 11.89 8.92 10.19 14.47 11.37
RMSE (bed/day) K-SVR 3.46 5.45 1.90 6.64 4.36
K-SVR(3) 3.15 6.31 3.32 9.08 5.98
ARIMA 13.68 9.87 10.55 15.27 12.34
Error variance K-SVR 1.00E−05 1.20E−04 0.00E+00 4.00E−05 5.00E−05
K-SVR(3) 2.12E−05 1.27E−04 2.86E−05 1.14E−04 7.27E−05
ARIMA 5.16E−04 2.05E−04 6.67E−05 2.68E−05 2.04E−04
1-day ahead with weekend data
MAPE (%) K-SVR 2.55 1.02 0.88 2.65 1.78
K-SVR(3) 1.85 0.92 0.65 3.39 1.70
ARIMA 3.42 2.05 2.96 4.00 3.11
MAE (bed/day) K-SVR 8.91 3.45 3.13 9.11 6.15
K-SVR(3) 6.33 3.19 2.30 11.65 5.87
ARIMA 11.69 7.08 10.41 13.75 10.73
RMSE (bed/day) K-SVR 11.74 4.33 3.93 9.65 7.41
K-SVR(3) 8.11 3.61 3.01 12.05 7.63
ARIMA 14.56 10.06 12.40 15.22 13.06
Error variance K-SVR 4.60E−04 1.00E−05 4.00E−05 9.00E−05 1.50E−04
K-SVR(3) 2.34E−04 2.91E−05 3.12E−05 9.25E−05 9.67E−05
ARIMA 8.35E−04 5.07E−04 4.78E−04 4.58E−04 5.69E−04