Research Article

Effective Utilization of Data for Predicting COVID-19 Dynamics: An Exploration through Machine Learning Models

Table 7

MAE values of decision tree models for confirmed cases.

Forecast period (days)Cumulative casesDaily cases
GermanyJapanSouth KoreaUkraineGermanyJapanSouth KoreaUkraine

Train 3118326.8250614.3583292.7214470.1913966.146129.4312921.251787.4
Test 392206.67373864.33159047.6733767.3315383.6725373324825467.67
Train 7210181.8398095.02159424.2931352.414121.048610.3414078.321799.26
Test 7219605819688.29382687.5794103.4317714.5719880.2925214.438544.14
Train 14411432.76176243.54296562.7456438.1218259.0211183.9424367.52139.05
Test 14380742.291557960.64787013.79205029.516782.8624695.7936543.58752.71
Train 21609247.27245358.77431184.0580469.222295.5612715.1834615.072389.48
Test 21527135.242260445.241210456.86324242.6218504.9329095.67414589037.81
Train 30914462.41345052.67629787.46113795.0122851.0214905.6544442.163629.26
Test 30712922.323288235.391799969.39482712.1920317.939667.3541360.948159.19