TY - JOUR
T1 - Analysis of prosody increment induced by pitch accents for automatic emphasis correction
AU - Zhang, Yang
AU - Mysore, Gautham J.
AU - Berthouzoz, Floraine
AU - Hasegawa-Johnson, Mark
N1 - Publisher Copyright:
© 2016, International Speech Communications Association. All rights reserved.
PY - 2016
Y1 - 2016
N2 - We are interested in developing an automatic emphasis correction system, which converts any unemphasized word in an utterance into emphasized. Analyzing how prosody changes from unaccented to accented is crucial for the task. While previous works on prosody reconstruction only model the prosody contour itself instead of the increment, we propose a framework to study the prosody increment induced by pitch accents from real speech in a statistically rigorous manner. This framework also infers the degree of emphasis of each word to account for the additional prosody variations due to metalinguistic factors. According to the analysis results, this framework provides a lot of useful insights into the prosody increment, which are consistent with many existing studies on pitch accent and emphasis.
AB - We are interested in developing an automatic emphasis correction system, which converts any unemphasized word in an utterance into emphasized. Analyzing how prosody changes from unaccented to accented is crucial for the task. While previous works on prosody reconstruction only model the prosody contour itself instead of the increment, we propose a framework to study the prosody increment induced by pitch accents from real speech in a statistically rigorous manner. This framework also infers the degree of emphasis of each word to account for the additional prosody variations due to metalinguistic factors. According to the analysis results, this framework provides a lot of useful insights into the prosody increment, which are consistent with many existing studies on pitch accent and emphasis.
KW - Automatic emphasis correction
KW - Emphasis
KW - Pitch accent
KW - Prosody increment
KW - Regression analysis
UR - http://www.scopus.com/inward/record.url?scp=84983009684&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84983009684&partnerID=8YFLogxK
U2 - 10.21437/speechprosody.2016-17
DO - 10.21437/speechprosody.2016-17
M3 - Conference article
AN - SCOPUS:84983009684
SN - 2333-2042
VL - 2016-January
SP - 79
EP - 83
JO - Proceedings of the International Conference on Speech Prosody
JF - Proceedings of the International Conference on Speech Prosody
T2 - 8th Speech Prosody 2016
Y2 - 31 May 2016 through 3 June 2016
ER -