Research Article
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 |
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