Cochlea-scaled spectral entropy predicts rate-invariant intelligibility of temporally distorted sentences.
Some evidence, mostly drawn from experiments using only a single moderate rate of speech, suggests that low-frequency amplitude modulations may be particularly important for intelligibility. Here, two experiments investigated intelligibility of temporally distorted sentences across a wide range of simulated speaking rates, and two metrics were used to predict results. Sentence intelligibility was assessed when successive segments of fixed duration were temporally reversed (exp. 1), and when sentences were processed through four third-octave-band filters, the outputs of which were desynchronized (exp. 2). For both experiments, intelligibility decreased with increasing distortion. However, in exp. 2, intelligibility recovered modestly with longer desynchronization. Across conditions, performances measured as a function of proportion of utterance distorted converged to a common function. Estimates of intelligibility derived from modulation transfer functions predict a substantial proportion of the variance in listeners' responses in exp. 1, but fail to predict performance in exp. 2. By contrast, a metric of potential information, quantified as relative dissimilarity (change) between successive cochlear-scaled spectra, is introduced. This metric reliably predicts listeners' intelligibility across the full range of speaking rates in both experiments. Results support an information-theoretic approach to speech perception and the significance of spectral change rather than physical units of time.
University of Wisconsin, 1202 West Johnson Street, Madison, Wisconsin 53706, USA. cestilp@wisc.edu
Christian E
CE
Stilp
Michael
M
Kiefte
Joshua M
JM
Alexander
Keith R
KR
Kluender
D000161:Acoustic Stimulation; D001299:Audiometry; D003051:Cochlea / Q000502:physiology*; D019277:Entropy; D006801:Humans; D008297:Male; D008962:Models, Theoretical; D010700:Phonetics; D013018:Sound Spectrography; D013061:Speech Acoustics; D013065:Speech Intelligibility; D013997:Time Factors