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. 2023 Jun 30;14:1169707. doi: 10.3389/fneur.2023.1169707

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.