Table 2 Results of classification models for solvent vapors using MSS Chip I.
From: Free-hand gas identification based on transfer function ratios without gas flow control
Classifier | Optimized Parameters | Accuracy |
|---|---|---|
Support Vector Machine (Linear Kernel) | Number of PCs: 40 C: 0.1 | 0.82 ± 0.15 |
Support Vector Machine (RBF Kernel) | Number of PCs: 80 C: 10.0 γ: 0.01 | 0.83 ± 0.18 |
Logistic Regression | Number of PCs: 20 C: 10.0 | 0.82 ± 0.16 |
Decision Tree | Maximum depth: 10 | 0.81 ± 0.20 |
Random Forest | Number of estimators: 1024 | 0.90 ± 0.15 |
Multilayer Perceptron | α: 1.0 Hidden layer size: (128,128,64) | 0.84 ± 0.16 |
