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. 2020 Nov 4;5(45):29492–29503. doi: 10.1021/acsomega.0c04433

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