DocumentCode
3484781
Title
A generative model of pause duration considering the relation between utterances before and after a pause
Author
Yamamoto, Takayuki ; Kamoi, Kazuto ; Miyake, Yousuke
Author_Institution
Dept. of Inf. & Comput. Eng., Kanazawa Inst. of Techn ology, Ishikawa, Japan
fYear
2013
fDate
26-29 Aug. 2013
Firstpage
571
Lastpage
576
Abstract
Utterance durations just before and after a pause have been considered to be the only factors affecting pause duration (Preboundary and Postboundary Effects). Recently, using an “XY utterance phrase” composed of two words, we discovered that the ratio of the two utterance durations before and after a pause affects pause duration (Pre-postboundary effect). However, it is not obvious whether such effects are useful for speech processing applications. In this research, we developed a generative model of pause duration based on multiple regression analysis from our experimental data (Primal Model), and derived two additional models with different parameters. Furthermore, we evaluated them, comparing them to a model whose pause duration is constant (Constant Model). The result was that the subjects´ impressions, such as “natural,” “like,” and “familiar,” of the Primal Model were more positive than those of the Constant Model. Moreover, when compared with the two additional pause duration models, the Primal Model gave the best results. From these results, we discuss the validity of the Primal Model and the relationship between the parameters and the subjective evaluation.
Keywords
human-robot interaction; regression analysis; speech processing; constant model; multiple regression analysis; pause duration generative model; postboundary effects; preboundary effects; prepostboundary effect; primal model; speech processing; utterance durations; Analytical models; Avatars; Data models; Equations; Mathematical model; Speech; Speech processing;
fLanguage
English
Publisher
ieee
Conference_Titel
RO-MAN, 2013 IEEE
Conference_Location
Gyeongju
ISSN
1944-9445
Type
conf
DOI
10.1109/ROMAN.2013.6628540
Filename
6628540
Link To Document