Table 1.
Learning rate | Accuracy | Sensitivity | Specificity | F1-score | |
---|---|---|---|---|---|
0.1 | Normal | 0.876 | 0.910 | 0.813 | 0.862 |
Osteopenia | 0.816 | 0.818 | 0.810 | 0.865 | |
Osteoporosis | 0.935 | 0.951 | 0.823 | 0.963 | |
| |||||
0.01 | Normal | 0.936 | 0.955 | 0.923 | 0.925 |
Osteopenia | 0.898 | 0.905 | 0.880 | 0.927 | |
Osteoporosis | 0.962 | 0.983 | 0.829 | 0.978 | |
| |||||
0.001 | Normal | 0.971 | 0.964 | 0.976 | 0.964 |
Osteopenia | 0.933 | 0.970 | 0.836 | 0.954 | |
Osteoporosis | 0.957 | 0.962 | 0.922 | 0.975 | |
| |||||
0.0001 | Normal | 0.880 | 0.964 | 0.825 | 0.866 |
Osteopenia | 0.811 | 0.848 | 0.716 | 0.866 | |
Osteoporosis | 0.921 | 0.921 | 0.922 | 0.953 | |
| |||||
0.00001 | Normal | 0.900 | 0.941 | 0.873 | 0.882 |
Osteopenia | 0.864 | 0.868 | 0.853 | 0.902 | |
Osteoporosis | 0.964 | 0.981 | 0.843 | 0.980 |
The bold value indicates that this is the best model results.