Correlation Determination between COVID-19 and Weather Parameters Using Time Series Forecasting: A Case Study in Pakistan

Table 2

Validation metric for total number of cases (actual vs. predicted) without weather.

Methods	MSE	RMSE	MAPE
ARIMA	407.1029011	20.17679115	0.025818721
Linear regression	380.0182181	19.49405597	0.023817828
SVR	330.1928918	18.17121052	0.022661666
MLP	301.18281	17.35461927	0.020109929
RNN	210.4517527	14.50695532	0.019827818
GRU	180.8178718	13.4468536	0.018989281
LSTM	135.9179218	11.65838418	0.017928821