Research Article
Modulation Spectra Morphological Parameters: A New Method to Assess Voice Pathologies according to the GRBAS Scale
Table 3
Results expressed as efficiency ± confidence interval and Cohen's Kappa Index for MFCCs and MS features including
and
.
| Features | Dimensionality reduction | Agreement subset | | | Efficiency (%) | | Efficiency (%) | |
| MFCC + | PCA | 78.2 ± 8.7 | 0.67 | 74.1 ± 9.3 | 0.60 | LDA | 72.4 ± 9.4 | 0.58 | 58.8 ± 10.5 | 0.35 | MFCC + + | PCA | 80.5 ± 8.3 | 0.71 | 77.7 ± 8.8 | 0.66 | LDA | 72.4 ± 9.4 | 0.58 | 62.4 ± 10.3 | 0.41 |
| MS + | PCA | 81.6 ± 8.1 | 0.73 | 80.0 ± 8.5 | 0.69 | LDA | 80.5 ± 8.3 | 0.72 | 81.2 ± 8.3 | 0.71 | MS + + | PCA | 79.3 ± 8.5 | 0.63 | 80.0 ± 8.5 | 0.70 | LDA | 80.5 ± 8.3 | 0.71 | 84.7 ± 7.7 | 0.76 |
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