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

Table 4.

Comparison of BeCaked and top-tier forecasting-specialized methods at country level with 1-step forecast.

BeCaked ARIMA Ridge LASSO SVR DTR RFR GBR
Australia
R2 0.99112 0.98329 0.99337 0.99531 -0.48798 0.98342 0.96787 0.98299
MAPE 0.04703 0.10236 0.01093 0, 04078 0.85609 0.10204 0.14942 0.10344
Italy
R2 0.96381 0.94660 0.92646 0.88220 -22.56497 0.94889 0.90082 0.94876
MAPE 0.00496 0.01655 0.00024 0.05999 0.93214 0.01684 0.02570 0.02165
Russia
R2 0.92922 0.91663 0.98479 0.92367 -108.89720 0.91643 0.87353 0.91854
MAPE 0.00004 0.02856 0, 00007 0.00938 0.77448 0.02851 0.04442 0.02938
Spain
R2 0.98765 0.97214 0.98591 0.98362 -10.84390 0.97212 0.94968 0.97053
MAPE 0.00174 0.01418 0.00325 0.01881 0.74045 0.01406 0.02173 0.01522
United Kingdom
R2 0.99833 0.98713 0.99764 0.96375 -449.89408 0.98748 0.96991 0.98463
MAPE 0.00030 0.00255 0.00014 0.00437 0.52586 0.00249 0.00397 0.00282
United States
R2 0.99688 0.98676 0.99648 0.99461 -9.99942 0.98676 0.96834 0.98633
MAPE 0.00552 0.02644 0.00004 0.00069 0.62264 0.02642 0.04185 0.02687

Best results are in [bold].