TABLE 2. Feature-importance ranking for HMM feature selection. Dark green marks the most important features, while higher ranks in dark purple indicate lower importance. Corresponding LDA rankings are provided in the Supplementary Material A, Table 5.
| Feature | MI | SFS | Feature | MI | SFS |
|---|---|---|---|---|---|
| Zero-Crossing Rate | 4 | 28 | MFCC16 | 22 | 4 |
| Root-Mean-Square Energy | 1 | 7 | MFCC17 | 37 | 16 |
| Spectral Centroid | 3 | 39 | MFCC18 | 11 | 27 |
| Spectral Bandwidth | 2 | 44 | MFCC19 | 33 | 10 |
| Spectral Contrast | 20 | 2 | MFCC20 | 15 | 43 |
| Spectral Rolloff | 6 | 46 | MFCC21 | 25 | 12 |
| Spectral Flatness | 7 | 24 | MFCC22 | 18 | 30 |
| MFCC0 | 28 | 9 | MFCC23 | 45 | 23 |
| MFCC1 | 5 | 8 | MFCC24 | 23 | 45 |
| MFCC2 | 24 | 22 | MFCC25 | 42 | 18 |
| MFCC3 | 10 | 33 | MFCC26 | 32 | 37 |
| MFCC4 | 27 | 42 | MFCC27 | 34 | 5 |
| MFCC5 | 13 | 1 | MFCC28 | 30 | 41 |
| MFCC6 | 19 | 26 | MFCC29 | 44 | 32 |
| MFCC7 | 29 | 14 | MFCC30 | 26 | 19 |
| MFCC8 | 31 | 3 | MFCC31 | 46 | 31 |
| MFCC9 | 38 | 34 | MFCC32 | 16 | 38 |
| MFCC10 | 43 | 29 | MFCC33 | 36 | 6 |
| MFCC11 | 35 | 21 | MFCC34 | 17 | 20 |
| MFCC12 | 9 | 13 | MFCC35 | 41 | 17 |
| MFCC13 | 14 | 36 | MFCC36 | 12 | 25 |
| MFCC14 | 8 | 15 | MFCC37 | 40 | 11 |
| MFCC15 | 39 | 35 | MFCC38 | 21 | 40 |