Table 3 Learning Performance Report.
From: Classification of dendritic cell phenotypes from gene expression data
| Â | Precision | Recall | F-measure | ROC | Accuracy | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Â | min | mid | max | min | mid | max | min | mid | max | min | mid | max | min | mid | max |
ZeroR | 46.8 | 46.8 | 46.8 | 68.4 | 68.4 | 68.4 | 55.5 | 55.5 | 55.5 | 47.9 | 47.9 | 47.9 | 68.4 | 68.4 | 68.4 |
IB-3 | 97.4 | 98.1 | 98.7 | 97.4 | 98.1 | 98.7 | 97.4 | 98.1 | 98.7 | 99.9 | 99.9 | 100.0 | 97.4 | 98.1 | 98.7 |
C4.5 | 94.2 | 96.3 | 98.1 | 94.2 | 96.3 | 98.1 | 94.1 | 96.3 | 98.1 | 92.9 | 97.5 | 98.9 | 94.2 | 96.3 | 98.1 |
Logistic | 94.4 | 95.6 | 96.9 | 94.2 | 95.5 | 96.8 | 94.2 | 95.5 | 96.8 | 98.3 | 98.6 | 98.9 | 94.2 | 95.5 | 96.8 |
MLP | 98.2 | 98.7 | 98.8 | 98.1 | 98.6 | 98.7 | 98.1 | 98.6 | 98.7 | 99.9 | 100.0 | 100.0 | 98.1 | 98.6 | 98.7 |
NB | 93.7 | 94.4 | 95.1 | 93.5 | 94.2 | 94.8 | 93.6 | 94.2 | 94.9 | 98.3 | 98.6 | 98.9 | 93.6 | 94.2 | 94.8 |
RF | 96.8 | 99.1 | 100.0 | 96.8 | 99.1 | 100.0 | 96.7 | 99.1 | 100.0 | 98.5 | 99.8 | 100.0 | 96.8 | 99.1 | 100.0 |
SMO-puk | 98.2 | 98.7 | 98.8 | 98.1 | 98.6 | 98.7 | 98.1 | 98.6 | 98.7 | 98.6 | 99.0 | 99.1 | 98.1 | 98.6 | 98.7 |
TAN | 94.9 | 96.3 | 98.1 | 94.8 | 96.3 | 98.1 | 94.8 | 96.2 | 98.1 | 98.9 | 99.2 | 99.4 | 94.8 | 96.3 | 98.1 |