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

Table 5

Parameter settings of the studied approaches.

Methods	Parameters	Values
ARIMA	(p, d, q)	(1, 1, 14)
Linear regression
SVR	C	3
	Epsilon	0.0000001
	Degree	3
	Tolerance	0.000001
MLP	Learning rate	0.004
	Time step	4
	Invisible units	64
	Training epochs	1000
	RNN	Learning rate	0.005
Time step		5
Invisible units		16
Training epochs		1000
GRU	Learning rate	0.0005
	Time step	5
	Invisible units	16
	Training epochs	1000
LSTM	Learning rate	0.0005
	Time step	5
	Invisible units	16
	Training epochs	1000