Research Article

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

Table 13

MAE values of support vector regression models for confirmed cases.

Forecast period (days)Cumulative casesDaily cases
GermanyJapanSouth KoreaUkraineGermanyJapanSouth KoreaUkraine

Train 3177461.9342413.24345269.256168.621543.026972.6712801.191318.78
Test 329971.4272498.731604.2614735.929307.2220931.6411677.882895.02
Train 7265493.777343.36611024.8211372.0423277.999217.3915721.311711.46
Test 718319.7167374.5217284.6840875.996040.8118690.3117388.824444.81
Train 14445035.41146217.19873006.5127015.1829017.5612723.7419964.822773.76
Test 1428997.77377267.6771368.74107157.975043.7722257.8725912.746375.72
Train 21667271.19230578.591075023.6243444.7331731.8210768.3726608.892806.22
Test 2128105.311147611.83246277.95207970.034936.322706.6130160.837056.76
Train 30941923.57297501.251375049.5986625.436162.9712782.2234437.583063.81
Test 3039144.992740984.16782585.62395002.046565.933405.6627506.527493.87