Research Article
Rapid Identification of Nine Easily Confused Mineral Traditional Chinese Medicines Using Raman Spectroscopy Based on Support Vector Machine
Table 7
Results of PCA-SVM models with a different NPC.
| NPC | Parameter optimization | C | | Accuracy (%) | 3-CV | Training set | Validation set | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | Total | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | Total |
| 8 | GS | 1 | 5.2780 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 7 | GA | 10.6841 | 6.3515 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 6 | GS | 3.0314 | 9.1896 | 98.61 | 100 | 100 | 100 | 100 | 83.33 | 100 | 100 | 100 | 100 | 98.61 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 5 | PSO | 16.2224 | 11.7130 | 98.61 | 100 | 100 | 100 | 100 | 83.33 | 100 | 100 | 100 | 100 | 98.61 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 4 | GS | 256 | 0.1088 | 98.61 | 90 | 100 | 100 | 100 | 66.67 | 87.5 | 100 | 100 | 100 | 94.44 | 100 | 100 | 100 | 100 | 75 | 100 | 100 | 100 | 100 | 97.22 | 3 | GA | 37.7015 | 136.7847 | 87.50 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 50 | 94.44 |
|
|