Table 5. Diagnostic results of two models for early stage HCC and LC patients.
| Group | Diagnosis | MLP Model | RBF Model | ||||
|---|---|---|---|---|---|---|---|
| LC | Early HCC | Accuracy | LC | Early HCC | Accuracy | ||
| Traning set | LC | 98 | 6 | 94.2% | 91 | 18 | 83.5% |
| Early HCC | 33 | 24 | 42.1% | 32 | 32 | 50.0% | |
| Total percentage | 81.4% | 18.6% | 75.8% | 71.1% | 28.9% | 71.1% | |
| Test set | LC | 29 | 5 | 85.3% | 23 | 5 | 82.1% |
| Early HCC | 4 | 10 | 71.4% | 7 | 5 | 41.7% | |
| Total percentage | 68.8% | 31.3% | 81.3% | 75.0% | 25.0% | 70.0% | |
| Holdout set | LC | 12 | 2 | 85.7% | 13 | 2 | 86.7% |
| Early HCC | 6 | 4 | 40.0% | 3 | 2 | 40.0% | |
| Total percentage | 75.0% | 25.0% | 66.7% | 80.0% | 20.0% | 75.0% | |