Acoustic dimensions of hearing-impaired speakers' intelligibility: segmental and suprasegmental characteristics.
Regression and principal components analyses were employed to study the relationship between 28 segmental and suprasegmental acoustic parameters of speech production and measures of speech intelligibility for 40 severely to profoundly hearing-impaired persons in an effort to extend the findings of Metz, Samar, Schiavetti, Sitler, and Whitehead (1985). The principal components analysis derived six factors that accounted for 59% of the variance in the original 28 parameters. Consistent with the findings of Metz et al., a subsequent regression analysis using these six factors as predictor variables revealed two factors with strong predictive relationships to speech intelligibility. One factor primarily reflected segmental production processes related to the temporal and spatial differentiation of phonemes, whereas the other primarily reflected suprasegmental production processes associated with contrastive stress. However, the predictive capability of the present factor structure was somewhat reduced relative to the findings of Metz et al. (1985). Data presented indicate that the populations sampled in the two studies may have differed on one or more dimensions of subject characteristics. Considered collectively, the present findings and the findings of Metz et al. support the tractability of employing selected acoustic variables for the estimation of speech intelligibility.
Metz
D E
DE
Dept. of Communication Research, NITD Rochester Institute of Technology, NY 14623.
Schiavetti
N
N
Samar
V J
VJ
Sitler
R W
RW
D000328:Adult; D005163:Factor Analysis, Statistical; D005260:Female; D006311:Hearing Disorders / Q000503:physiopathology*; D006801:Humans; D008297:Male; D012044:Regression Analysis; D013061:Speech Acoustics; D013065:Speech Intelligibility; D013068:Speech Production Measurement