Table 4 Performance of ML models on English dataset
From: Development of a regional voice dataset and speaker classification based on machine learning
Performance measures | Classifier models | |||
|---|---|---|---|---|
ANN | SVM | KNN | RF | |
Accuracy | 88.53% | 85.54% | 86.11% | 85.28% |
RMSE | 0.032 | 0.074 | 0.0384 | 0.0499 |
Precision | 0.889 | 0.845 | 0.869 | 0.841 |
Recall | 0.885 | 0.855 | 0.861 | 0.853 |
F-Measure | 0.886 | 0.835 | 0.862 | 0.861 |