Table 10. Target class-wise classification results of self-voting ensemble classifiers.
Classifier | Target Class | Original Data | Down-Sampled Data | ||||
---|---|---|---|---|---|---|---|
Precision | Recall | F1 | Precision | Recall | F1 | ||
SVEC-H | No Condition | 0.99 | 0.99 | 0.99 | 0.89 | 1.00 | 0.94 |
Hypothyroid | 0.98 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | |
Increased binding protein | 0.96 | 1.00 | 0.98 | 0.98 | 1.00 | 0.99 | |
Compensated hypothyroid | 0.96 | 0.71 | 0.82 | 1.00 | 0.80 | 0.89 | |
Concurrent non-thyroidal illness | 0.92 | 0.98 | 0.95 | 1.00 | 1.00 | 1.00 | |
SVEC-S | No Condition | 0.99 | 0.99 | 0.99 | 0.89 | 1.00 | 0.94 |
Hypothyroid | 0.98 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | |
Increased binding protein | 0.96 | 1.00 | 0.98 | 0.98 | 1.00 | 0.99 | |
Compensated hypothyroid | 0.96 | 0.71 | 0.82 | 1.00 | 0.80 | 0.89 | |
Concurrent non-thyroidal illness | 0.92 | 0.98 | 0.95 | 1.00 | 1.00 | 1.00 |