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

Table 3

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

Methods	MSE	RMSE	MAPE
ARIMA	2214.672	47.05316142	0.65601851
Linear regression	2167.525	46.55668588	0.625752876
SVR	2112.525	45.96221274	0.614681416
MLP	1953.075	44.20124433	0.600669098
RNN	1891.225	43.48821679	0.590657314
GRU	1797.575	42.39781834	0.544018402
LSTM	1711.188	41.36423576	0.492211157