Table 5. Results of five-fold cross-validation of the proposed ensemble method on the pneumonia Radiological Society of North America challenge dataset.
Fold | Acc(%) | Pre(%) | Rec(%) | F1(%) | AUC (%) |
---|---|---|---|---|---|
1 | 86.63 | 86.78 | 86.63 | 86.70 | 86.63 |
2 | 86.78 | 87.05 | 87.05 | 87.05 | 86.78 |
3 | 87.97 | 88.00 | 87.80 | 87.90 | 87.97 |
4 | 85.98 | 86.00 | 86.63 | 86.31 | 85.98 |
5 | 86.89 | 86.63 | 86.98 | 86.80 | 86.89 |
Avg±Std. Dev. | 86.85±0.72 | 86.89±0.73 | 87.02±0.48 | 86.95±0.59 | 86.85±0.72 |
Avg: average Std.Dev: Standard Deviation.