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. 2024 Mar 27;24:355. doi: 10.1186/s12879-024-09243-x

Table 2.

Results of the Box-Ljung test for fitting series, the augmented Dickey-Fuller test for fitting series, the Box-Ljung test for fitting residuals, and the Kolmogorov–Smirnov test for fitting residuals (with raw data from 2013 to 2018)

SARIMA Holt-Winters NNAR
Fitting series

Box-Ljung test

(df = 24)

χ2 309.47 278.12 243.01
p  < 0.001  < 0.001  < 0.001
augmented Dickey–Fuller test (lag order = 4) D-F -5.78 -4.92 -5.17
p  < 0.01  < 0.01  < 0.01
Fitting residuals

Box-Ljung test

(df = 24)

χ2 34.05 30.57 23.54
p 0.0838 0.1665 0.488
Kolmogorov–Smirnov test D 0.1352 0.0942 0.0676
p 0.1437 0.6269 0.9296

χ2, D-F and D: the test statistic; p p-value