Research Article
Vehicle Emission Detection in Data-Driven Methods
Table 1
The performance of multiple models used in the experiment for fuel type prediction.
| | Model | Accuracy rate (%) | Precision rate (%) | Recall (%) | F1 (%) |
| | Decision tree | 97.34 | 96.83 | 84.01 | 89.96 | | Random forest | 97.46 | 97.32 | 84.41 | 90.41 | | AdaBoost | 96.78 | 93.41 | 83.21 | 88.02 | | Hard voting | 97.39 | 97.74 | 83.58 | 90.11 | | Soft voting | 97.43 | 97.42 | 84.16 | 90.30 |
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