Table 11. Deep learning models results for thyroid disease classification.
Classifier | Original Data | Down-Sampled Data | ||||||
---|---|---|---|---|---|---|---|---|
Accuracy | Precision | Recall | F1 | Accuracy | Precision | Recall | F1 | |
LSTM | 0.92 | 0.76 | 0.73 | 0.73 | 0.84 | 0.83 | 0.84 | 0.83 |
CNN | 0.95 | 0.89 | 0.81 | 0.84 | 0.90 | 0.91 | 0.90 | 0.90 |
CNN-LSTM | 0.93 | 0.84 | 0.76 | 0.79 | 0.79 | 0.79 | 0.79 | 0.79 |