Title
Acoustic classification of Russian plain and palatalized sibilant fricatives: Spectral vs. cepstral measures.
Abstract
This study compares two methods for classifying voiceless sibilant fricatives forming a 4-way phonemic contrast found in Russian, but otherwise cross-linguistically rare. One method uses spectral measures, i.e. vowel formants, COG, duration and intensity of frication. The second method uses cepstral coefficients extracted from different regions inside fricatives and neighboring vowels. The corpus comprises 1,431 plain and palatalized fricatives from two places of articulation, produced by 10 speakers. Logistic regression was used to classify the productions of males and females together and separately. The productions of females yielded higher correct classification rates (highest 91.9%). Cepstral measures outperformed spectral measures across-the-board.
Year
DOI
Venue
2018
10.1016/j.specom.2018.04.010
Speech Communication
Field
DocType
Volume
Mel-frequency cepstrum,Pattern recognition,Computer science,Cepstrum,Speech recognition,Place of articulation,Artificial intelligence,Cog,Vowel,Formant,Sibilant,Phonemic contrast
Journal
100
ISSN
Citations 
PageRank 
0167-6393
2
0.40
References 
Authors
9
3
Name
Order
Citations
PageRank
Laura Spinu1112.72
Alexei Kochetov2115.29
Jason Lilley384.32