Table 2.
List of the first 30 selected features for the comparison between C and PWS during the sustained emission of a vowel.
No | Group | Family | Low level descriptor | Functional |
---|---|---|---|---|
1 | Cepstral | Spectral LLD | MFCC 1–14 | Standard deviation |
2 | Prosodic | Energy related LLD | Zero crossing rate | Relative peak range |
3 | Prosodic | Energy related LLD | Sum of auditory spectrum (loudness) | Relative minimum range |
4 | Prosodic | Energy related LLD | Zero crossing rate | Coefficient 0 of linear prediction |
5 | Cepstral | Spectral LLD | MFCC 1–14 | Absolute peak range |
6 | Cepstral | Spectral LLD | MFCC 1–14 | Relative peak mean |
7 | Spectral | Spectral LLD | Spectral Variance | Standard deviation of peak distances |
8 | Sound Quality | Voicing related LLD | Probability of voicing | Arithmetic mean |
9 | Prosodic | Energy related LLD | Zero crossing rate | Absolute peak range |
10 | Cepstral | Spectral LLD | MFCC 1–14 | Absolute peak range |
11 | Cepstral | Spectral LLD | MFCC 1–14 | 99% percentile |
12 | Cepstral | Spectral LLD | MFCC 1–14 | Range |
13 | Cepstral | Spectral LLD | MFCC 1–14 | 3rd coefficient of linear prediction |
14 | Prosodic | Energy Related LLD | RMS Energy | Relative peak range |
15 | Cepstral | Spectral LLD | MFCC 1–14 | Inter-quartile 1–2 |
16 | Cepstral | Spectral LLD | MFCC 1–14 | Standard deviation of rising slope |
17 | Spectral | Spectral LLD | RASTA-PLP style auditory spectrum, bands 1–26 (0–8 kHz) | Absolute peak range |
18 | Cepstral | Spectral LLD | MFCC 1–14 | Inter-quartile 1–2 |
19 | Cepstral | Spectral LLD | MFCC 1–14 | 99% percentile |
20 | Prosodic | Energy Related LLD | Sum of auditory spectrum (loudness) | Centroid |
21 | Spectral | Spectral LLD | Spectral Flux | 3rd coefficient of linear prediction |
22 | Prosodic | Voicing Related LLD | Fundamental frequency | Relative duration of the LLD is above 25% |
23 | Spectral | Spectral LLD | RASTA-PLP style auditory spectrum, bands 1–26 (0–8 kHz) | Relative peak mean |
24 | Cepstral | Spectral LLD | MFCC 1–14 | Absolute peak range |
25 | Spectral | Spectral LLD | RASTA-PLP style auditory spectrum, bands 1–26 (0–8 kHz) | Mean of peak distances |
26 | Spectral | Spectral LLD | Spectral Skewness | Absolute peak range |
27 | Cepstral | Spectral LLD | MFCC 1–14 | Absolute peak mean |
28 | Sound Quality | Voicing related LLD | Jitter (Delta/Derivative) | 2nd coefficient of linear prediction |
29 | Spectral | Spectral LLD | Spectral variance | Relative peak range |
30 | Cepstral | Spectral LLD | MFCC 1–14 | 2nd coefficient of linear prediction |
C, the whole group of controls; PWS, the whole group of people with stuttering; LLD, low level descriptor, MFCC, mel-frequency spectral coefficients; RASTA-PLP, relative spectral transform-perceptual linear prediction.