Table 2. Performance Measurement Parameters (i.e., True Positive Rate (TPR), True Negative Rate (TNR), F1-Score, and Overall Accuracy) of the LDA and SVM Models Used by E-Nose to Classify the VOC Samples.
parameter | method | benzene | butanol | ethanol | methanol | propanol | toluene | xylene |
---|---|---|---|---|---|---|---|---|
TPR | LDA | 0.93 | 1.00 | 1.00 | 1.00 | 1.00 | 0.97 | 1.00 |
SVM | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.97 | 1.00 | |
TNR | LDA | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 1.00 |
SVM | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | |
F1-score | LDA | 0.95 | 1.00 | 1.00 | 1.00 | 1.00 | 0.95 | 1.00 |
SVM | 0.98 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | |
overall accuracy | LDA | 0.98 | ||||||
SVM | 0.99 |