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

Table 4

Validation metric for total number of deaths (actual vs. predicted).

Methods	MSE	RMSE	MAPE
ARIMA	2270.907	47.644517	0.666156352
Linear regression	2190.502	46.8027777	0.647128252
SVR	2135.556	46.20606021	0.639812675
MLP	1970.124	44.38468204	0.628978829
RNN	1910.327	43.70354677	0.61928292
GRU	1821.201	42.67551991	0.585261726
LSTM	1745.017	41.77319715	0.541672819