Table 7 Results of models using MFCC with CTGAN.
Model | Class | Precision | Recall | F1 Score | Model | Class | Precision | Recall | F1 Score |
|---|---|---|---|---|---|---|---|---|---|
DT | 0 | 0.90 | 0.92 | 0.91 | LR | 0 | 1.00 | 1.00 | 1.00 |
1 | 1.00 | 1.00 | 1.00 | 1 | 1.00 | 1.00 | 1.00 | ||
2 | 0.92 | 0.90 | 0.91 | 2 | 1.00 | 1.00 | 1.00 | ||
Micro avg. | 0.94 | 0.94 | 0.94 | Micro avg. | 1.00 | 1.00 | 1.00 | ||
Weighted avg. | 0.94 | 0.94 | 0.94 | Weighted avg. | 1.00 | 1.00 | 1.00 | ||
Accuracy | 0.94 | Accuracy | 1.00 | ||||||
SVC | 0 | 1.00 | 1.00 | 1.00 | NB | 0 | 1.00 | 1.00 | 1.00 |
1 | 1.00 | 1.00 | 1.00 | 1 | 1.00 | 1.00 | 1.00 | ||
2 | 1.00 | 1.00 | 1.00 | 2 | 1.00 | 1.00 | 1.00 | ||
Micro avg. | 1.00 | 1.00 | 1.00 | Micro avg. | 1.00 | 1.00 | 1.00 | ||
Weighted avg. | 1.00 | 1.00 | 1.00 | Weighted avg. | 1.00 | 1.00 | 1.00 | ||
Accuracy | 1.00 | Accuracy | 1.00 | ||||||
KNN | 0 | 0.99 | 1.00 | 1.00 | RF | 0 | 1.00 | 1.00 | 1.00 |
1 | 1.00 | 1.00 | 1.00 | 1 | 1.00 | 1.00 | 1.00 | ||
2 | 1.00 | 1.00 | 1.00 | 2 | 1.00 | 1.00 | 1.00 | ||
Micro avg. | 1.00 | 1.00 | 1.00 | Micro avg. | 1.00 | 1.00 | 1.00 | ||
Weighted avg. | 1.00 | 1.00 | 1.00 | Weighted avg. | 1.00 | 1.00 | 1.00 | ||
Accuracy | 1.00 | Accuracy | 1.00 | ||||||
Hard Voting | 0 | 1.00 | 1.00 | 1.00 | Soft Voting | 0 | 1.00 | 1.00 | 1.00 |
1 | 1.00 | 1.00 | 1.00 | 1 | 1.00 | 1.00 | 1.00 | ||
2 | 1.00 | 1.00 | 1.00 | 2 | 1.00 | 1.00 | 1.00 | ||
Micro avg. | 1.00 | 1.00 | 1.00 | Micro avg. | 1.00 | 1.00 | 1.00 | ||
Weighted avg. | 1.00 | 1.00 | 1.00 | Weighted avg. | 1.00 | 1.00 | 1.00 | ||
Accuracy | 1.00 | Accuracy | 1.00 | ||||||
