Table 4. Impact of using different batch size on the classification accuracy, sensitivity and specificity (solver = ADAM, initial learn rate = 2.0e−3, number of epochs = 30).
Batch Size | Accuracy (%) | Sensitivity (%) | Specificity(%) |
---|---|---|---|
10 | 50 | 100 | 0.0 |
20 | 100 | 100 | 100 |
30 | 100 | 100 | 100 |
40 | 100 | 100 | 100 |
50 | 100 | 100 | 100 |
60 | 99.33 | 100 | 98.67 |
70 | 98.67 | 100 | 97.33 |
80 | 95.83 | 100 | 91.67 |
90 | 91.33 | 100 | 82.66 |
100 | 83.33 | 100 | 66.67 |