Table 2 Evaluation of the classification performance of PMFs for differentiating healthy individuals from hepato-pancreato-biliary cancer patients using a support vector machine model.
Group | Support vector machine | ||||||
|---|---|---|---|---|---|---|---|
ACC (%) | Precision (%) | Recall (%) | F1-Score | SPC (%) | MCC | ROC | |
Training set (n = 198) | |||||||
Healthy (n = 29) vs. All (n = 169) | 98.74 | 99.70 | 98.82 | 0.99 | 98.28 | 0.95 | 0.999 |
Healthy vs. CCA (n = 97) | 100 | 100 | 100 | 1 | 100 | 1 | 1 |
Healthy vs. GBC (n = 8) | 100 | 100 | 100 | 1 | 100 | 1 | 0.998 |
Healthy vs. HCC (n = 45) | 100 | 100 | 100 | 1 | 100 | 1 | 1 |
Healthy vs. PDAC (n = 19) | 99.48 | 98.70 | 100 | 0.99 | 99.14 | 0.99 | 0.999 |
Testing set (n = 99) | |||||||
Healthy (n = 21) vs. All (n = 78) | 98.55 | 99.35 | 97.76 | 0.99 | 99.35 | 0.97 | 0.999 |
Healthy vs. CCA (n = 41) | 99.60 | 100 | 99.39 | 1 | 100 | 0.99 | 1 |
Healthy vs. GBC (n = 8) | 97.41 | 93.94 | 96.88 | 0.95 | 97.62 | 0.94 | 0.974 |
Healthy vs. HCC (n = 20) | 100 | 100 | 100 | 1 | 100 | 1 | 1 |
Healthy vs. PDAC (n = 9) | 97.50 | 97.14 | 94.44 | 0.96 | 98.81 | 0.94 | 0.985 |
