Table 5.
The performance of the new proposed model using early stopping regularization.
Performance measures | Folds | Overall | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ||
All (14,899 genes) | |||||||||||
Accuracy | 99.45 | 99.26 | 99.63 | 99.08 | 99.63 | 99.45 | 99.63 | 99.45 | 99.63 | 99.63 | 99.48 |
Precision | 99.23 | 99.15 | 99.57 | 98.57 | 99.57 | 99.23 | 99.57 | 99.23 | 99.57 | 99.57 | 99.33 |
Recall | 98.88 | 98.53 | 99.57 | 98.12 | 99.57 | 99.50 | 99.57 | 98.88 | 99.57 | 99.57 | 99.18 |
F1-score | 99.05 | 98.83 | 99.57 | 98.31 | 99.57 | 99.36 | 99.57 | 99.05 | 99.57 | 99.57 | 99.25 |
Reduced (173 genes) | |||||||||||
Accuracy | 99.45 | 99.26 | 99.26 | 99.26 | 99.45 | 99.45 | 99.45 | 99.63 | 99.82 | 99.45 | 99.45 |
Precision | 99.58 | 99.31 | 99.13 | 99.31 | 99.58 | 99.60 | 99.58 | 99.65 | 99.93 | 99.79 | 99.55 |
Recall | 99.19 | 99.12 | 99.31 | 99.12 | 99.19 | 99.38 | 99.19 | 99.47 | 99.72 | 99.19 | 99.29 |
F1-score | 99.38 | 99.22 | 99.22 | 99.22 | 99.38 | 99.49 | 99.38 | 99.56 | 99.82 | 99.49 | 99.42 |