Research Article
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 |
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