Research Article
Metaheuristic Approaches Integrated with ANN in Forecasting Daily Emergency Department Visits
Table 8
The results of three approaches in training and testing processes.
| ā | Training | MAPE | Rank | MAE | Rank | MSE | Rank | RMSE | Rank | R2 | Rank |
| Bayesian ANN | 0.073 | 2 | 50.016 | 2 | 4246.407 | 3 | 65.164 | 3 | 0.672 | 3 | GA-ANN | 0.078 | 3 | 53.183 | 3 | 3765.061 | 2 | 61.360 | 2 | 0.716 | 2 | PSO-ANN | 0.063 | 1 | 42.797 | 1 | 2499.340 | 1 | 49.993 | 1 | 0.824 | 1 |
| ā | Testing | MAPE | Rank | MAE | Rank | MSE | Rank | RMSE | Rank | R2 | Rank | Bayesian ANN | 0.088 | 3 | 60.358 | 3 | 7031.078 | 3 | 83.852 | 3 | 0.343 | 3 | GA-ANN | 0.069 | 2 | 47.643 | 2 | 3321.312 | 2 | 57.631 | 2 | 0.736 | 2 | PSO-ANN | 0.060 | 1 | 40.888 | 1 | 2839.998 | 1 | 53.292 | 1 | 0.791 | 1 |
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