Table 4.
Evaluation of machine learning approaches using receiver operating characteristic.
| Machine learning approaches | Weather, AUCa | Air quality, AUC | Weather and air quality, AUC |
| Generalized linear model | 0.538 | 0.682 | 0.758 |
| Support vector machine | 0.500 | 0.494 | 0.621 |
| Adaptive boosting neural network | 0.611 | 0.698 | 0.734 |
| Tree bag | 0.714 | 0.680 | 0.780 |
| Random forest | 0.669 | 0.692 | 0.809 |
aAUC: area under the curve.