Table 2.
Correlation between stress levels and speech features.
| Top 10 features for each data set | Task | Spearman correlation | |
| Female data set |
|
|
|
|
|
MFCCa3 acceleration skewness | Positive story | 0.49 |
|
|
MFCC2 mean | Neutral story | 0.44 |
|
|
Pitch range | Positive story | 0.44 |
|
|
MFCC3 acceleration skewness | Negative story | 0.43 |
|
|
MFCC2 mean | Positive story | 0.44 |
|
|
MFCC5 acceleration kurtosis | Negative story | –0.42 |
|
|
MFCC2 mean | Negative story | 0.43 |
|
|
MFCC5 velocity kurtosis | Negative story | –0.40 |
|
|
MFCC3 acceleration skewness | Neutral story | 0.39 |
|
|
MFCC5 velocity kurtosis | Negative story | 0.39 |
| Male data set |
|
|
|
|
|
Upper quartile F0b | Neutral story | –0.54 |
|
|
Pronunciation posteriori probability score percentage | Positive story | –0.50 |
|
|
Energy acceleration mean | Positive story | 0.52 |
|
|
Mean F0 | Neutral story | –0.51 |
|
|
MFCC9 kurtosis | Positive story | 0.41 |
|
|
MFCC9 variance | Positive story | –0.44 |
|
|
Upper quartile F0 | Negative story | –0.47 |
|
|
MFCC4 acceleration mean | Positive story | –0.40 |
|
|
Upper quartile F0 | Positive story | –0.47 |
|
|
MFCC12 acceleration skewness | Neutral story | –0.42 |
aMFCC: mel-frequency cepstral coefficient; the numbers following MFCC are part of the feature names presenting their location on a spectrum.
bF0: fundamental frequency.