Table 1.
Learning Rate | Epoch | Accuracy | Precision | Recall | F1 Score | AUC |
---|---|---|---|---|---|---|
0.00003 | 10 | 77.2% | 26.2% | 74.9% | 38.9% | 84.2% |
20 | 78.7% | 28.1% | 76.9% | 41.1% | 85.1% | |
30 | 79.8% | 28.7% | 73.3% | 41.2% | 86.3% | |
40 | 82.3% | 31.2% | 68.6% | 42.9% | 87.1% | |
50 | 82.3% | 31.3% | 69.3% | 43.2% | 87.6% | |
60 | 82.7% | 31.8% | 68.6% | 43.4% | 87.7% | |
70 | 81.3% | 30.1% | 70.6% | 42.2% | 87.6% | |
80 | 82.5% | 31.9% | 71.3% | 44.0% | 88.0% | |
0.0001 | 10 | 80.7% | 29.9% | 73.9% | 42.6% | 87.2% |
20 | 80.5% | 29.9% | 75.6% | 42.8% | 88.3% | |
30 | 80.8% | 30.1% | 74.9% | 43.0% | 88.0% | |
40 | 85.8% | 37.0% | 66.3% | 47.5% | 88.2% | |
50 | 89.7% | 47.2% | 53.1% | 50.0% | 86.2% | |
60 | 88.4% | 43.2% | 64.4% | 51.7% | 87.9% | |
70 | 86.1% | 37.4% | 64.0% | 47.2% | 87.3% | |
80 | 88.8% | 43.9% | 54.1% | 48.4% | 85.0% | |
0.001 | 10 | 84.5% | 35.2% | 71.3% | 47.1% | 88.1% |
20 | 84.7% | 35.1% | 68.0% | 46.3% | 86.9% | |
30 | 90.0% | 47.9% | 41.6% | 44.5% | 83.8% | |
40 | 89.1% | 44.6% | 52.1% | 48.1% | 80.4% | |
50 | 90.7% | 53.3% | 34.3% | 41.8% | 74.5% | |
60 | 89.6% | 46.2% | 42.6% | 44.3% | 78.3% | |
70 | 88.6% | 42.1% | 47.2% | 44.5% | 79.4% | |
80 | 88.7% | 42.5% | 46.5% | 44.4% | 77.5% |