Department
Bioengineering
Document Type
Article
Publication Title
PLoS Computational Biology
ISSN
1553-734X
Volume
14
Issue
4
DOI
10.1371/journal.pcbi.1005996
First Page
1
Last Page
20
Publication Date
4-1-2018
Abstract
To communicate effectively animals need to detect temporal vocalization cues that vary over several orders of magnitude in their amplitude and frequency content. This large range of temporal cues is evident in the power-law scale-invariant relationship between the power of temporal fluctuations in sounds and the sound modulation frequency (f). Though various forms of scale invariance have been described for natural sounds, the origins and implications of scale invariant phenomenon remain unknown. Using animal vocalization sequences, including continuous human speech, and a stochastic model of temporal amplitude fluctuations we demonstrate that temporal acoustic edges are the primary acoustic cue accounting for the scale invariant phenomenon. The modulation spectrum of vocalization sequences and the model both exhibit a dual regime lowpass structure with a flat region at low modulation frequencies and scale invariant 1/f2trend for high modulation frequencies. Moreover, we find a time-frequency tradeoff between the average vocalization duration of each vocalization sequence and the cutoff frequency beyond which scale invariant behavior is observed. These results indicate that temporal edges are universal features responsible for scale invariance in vocalized sounds. This is significant since temporal acoustic edges are salient perceptually and the auditory system could exploit such statistical regularities to minimize redundancies and generate compact neural representations of vocalized sounds.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.
Recommended Citation
Khatami, F.,
Wöhr, M.,
Read, H. L.,
&
Escabí, M. A.
(2018).
Origins of scale invariance in vocalization sequences and speech.
PLoS Computational Biology, 14(4), 1–20.
DOI: 10.1371/journal.pcbi.1005996
https://scholarlycommons.pacific.edu/soecs-facarticles/268