TABLE 9. Performance Measures of Classifiers to Detect Swallow Material Using HRCA Signal Features of Barium and Water Swallows With Dimensionality Reduction Using PCA.
| Classifier | Overall Accuracy | Barium Sensitivity | Water Sensitivity | Barium Predictive Value | Water Predictive Value |
|---|---|---|---|---|---|
| SVM | 52.415% | 28.565% | 75.414% | 54.765% | 52.250% |
| Naïve Bayes | 53.371% | 24.109% | 81.588% | 57.284% | 52.686% |
| K-Means | 51.078% | 30.798% | 70.634% | 57.444% | 49.198% |