Table 8.
Accuracy results of various feature extraction techniques and classification models for datasets in [56].
| Class | Accuracy Rate (%) | |||||
|---|---|---|---|---|---|---|
| KELM | SVM | ELM | KNN | LDA | QDA | |
| HCHO | 94.23 | 94.23 | 92.31 | 90.38 | 94.23 | 63.46 |
| C6H6 | 90.91 | 87.88 | 72.73 | 75.76 | 57.58 | 87.88 |
| C7H8 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
| CO | 100.00 | 91.67 | 100.00 | 91.67 | 83.33 | 100.00 |
| NH3 | 70.00 | 60.00 | 70.00 | 70.00 | 80.00 | 80.00 |
| NO2 | 100.00 | 100.00 | 66.67 | 66.67 | 83.33 | 83.33 |
| Average | 92.52 | 88.96 | 83.62 | 82.41 | 83.08 | 85.78 |