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

Table 1

Validation metric for total number of cases (actual vs. predicted) with weather.

Methods	MSE	RMSE	MAPE
ARIMA	374.0833333	19.34123402	0.022592539
Linear regression	348.6187913	18.67133609	0.021763819
SVR	310.8357811	17.63053547	0.020891829
MLP	274.3420311	274.3420311	0.019862762
RNN	190.9222324	13.81746114	0.017662732
GRU	140.0163399	11.83285003	0.01641411
LSTM	103.5873714	10.17778814	0.015592019