Table 6.
Stomach cancer detection results without “Age.”
| RF | AdaBoost | SMOTE | ADASYN | RUSBoost | HUSBoost | hyperSMURF | HUSDOSBoost | |
|---|---|---|---|---|---|---|---|---|
| Sensitivity | 0.00±0.00 | 0.00±0.00 | 0.00±0.00 | 0.25±0.02 | 0.72±0.11 | 0.29±0.06 | 0.11±0.02 | 0.47±0.04 |
| Specificity | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 | 0.94±0.00 | 0.57±0.01 | 0.90±0.00 | 0.99±0.00 | 0.82±0.00 |
| G-mean | 0.00±0.00 | 0.00±0.00 | 0.00±0.00 | 0.48±0.02 | 0.64±0.04 | 0.51±0.06 | 0.32±0.03 | 0.62±0.03 |
| AUC | 0.54±0.01 | 0.60±0.02 | 0.55±0.01 | 0.59±0.02 | 0.54±0.03 | 0.69±0.01 | 0.70±0.01 | 0.71±0.01 |
| AUPRC | 0.00±0.00 | 0.01±0.00 | 0.00±0.00 | 0.00±0.00 | 0.00±0.00 | 0.01±0.00 | 0.01±0.00 | 0.01±0.00 |