Table 3. Performance measures of time series techniques for the hemorrhagic fever with renal syndrome (HFRS) incidence in Shenyang.
Model | Best parameters | Method | Box-Ljung test | RMSE | MAE | MAPE | ||
---|---|---|---|---|---|---|---|---|
X-squared | Df | p-value | ||||||
Holt-Winters seasonal model | α = 0.27, β = 0.38, γ = 1 | Additive | 0.087 | 2 | 0.957 | 0.198 | 0.13 | 40.215 |
Holt-Winters monthly model | α = 0.24, β = 0.05, γ = 0.75 | Additive | 7.386 | 6 | 0.287 | 0.078 | 0.054 | 71.535 |
SARIMA seasonal model | ((1,2),1,0) (0,1,0) [4] | Additive | 6.59*10−6 | 1 | 0.998 | 0.182 | 0.116 | 38.031 |
SARIMA monthly model | (1,1,0) (2,1,0) [12] | Multiple | 0.381 | 1 | 0.537 | 0.071 | 0.049 | 65.968 |