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. 2022 May 13;12:7969. doi: 10.1038/s41598-022-11693-9

Table 6.

Comparison of BeCaked and top-tier forecasting-specialized methods at country level with 15-step forecast.

BeCaked ARIMA Ridge LASSO SVR DTR RFR GBR
Australia
R2 0.09703 -0.10753 0.92366 0.86414 -1.69800 -0.12140 -0.20682 -0.12229
MAPE 0.40278 0.50951 0.18428 0.26379 0.92842 0.51087 0.53734 0.51162
Italy
R2 0.61706 -0.07923 -10.41220 -2.08983 -16.35794 0.07287 -0.17657 0.07720
MAPE 0.05745 0.10709 0.01292 0.23014 0.92750 0.10942 0.11508 0.11293
Russia
R2 0.27693 -0.09658 -0.28502 -0.71668 -102.60031 -0.09129 -0.19068 -0.07648
MAPE 0.01246 0.18125 0.00158 0.05668 0.77912 0.18115 0.19226 0.18170
Spain
R2 0.90753 -0.19684 0.65409 0.38282 -13.40342 -0.22237 -0.28920 -0.23309
MAPE 0.01356 0.09955 0.06038 0.11265 0.75909 0.09886 0.10272 0.09994
United Kingdom
R2 0.99278 -0.06679 0.90663 -0.10126 -465.84698 -0.02151 -0.12357 -0.04241
MAPE 0.00268 0.02080 0.00436 0.02445 0.53362 0.02024 0.02146 0.02054
United States
R2 0.94760 -0.04783 0.96380 0.93578 -12.74072 -0.04770 -0.15771 -0.05102
MAPE 0.04370 0.18476 0.00917 0.00477 0.67073 0.18467 0.19654 0.18503

Best results are in [bold].