Acoustic markers of emotions based on voice physiology
2010 (English)In: Proceedings of the International Conference on Speech Prosody, International Speech Communications Association , 2010Conference paper, Published paper (Refereed)
Abstract [en]
Acoustic models of emotions may benefit from considering the underlying voice production mechanism. This study sought to describe emotional expressions according to physiological variations measured from the inverse-filtered glottal waveform in addition to standard parameter extraction. An acoustic analysis was performed on a subset of the /a/ vowels within the GEMEP database (10 speakers, 5 emotions). of the 12 acoustic features computed, repeated measures ANOVA showed significant main effects for 11 parameters. Subsequent principal components analysis revealed the three components that explain acoustic variations due to emotion, including “tension” (CQ, H1-H2, MFDR, LTAS) “perturbation” (jitter, shimmer, HNR), and “voicing” (fundamental frequency).
Place, publisher, year, edition, pages
International Speech Communications Association , 2010.
Keywords [en]
Acoustic cues, Affect bursts, Emotion, Glottal waveform, Physiology, Vocal expression, Voice quality, Acoustic analysis, Acoustic features, Emotional expressions, Fundamental frequencies, Principal components analysis, Repeated measures, Three component, Voice production, Physiological models
National Category
Natural Language Processing
Identifiers
URN: urn:nbn:se:kth:diva-304740Scopus ID: 2-s2.0-84959118677ISBN: 9780000000002 (print)OAI: oai:DiVA.org:kth-304740DiVA, id: diva2:1610363
Conference
5th International Conference on Speech Prosody: Every Language, Every Style SP 2010, Chicago, USA, 10-14 May, 2010.
Note
QC 20211110
2021-11-102021-11-102025-02-07Bibliographically approved