DocumentCode
3585091
Title
Three ToBI-based measures of prosodic entrainment and their correlations with speaker engagement
Author
Gravano, Agustin ; Benus, Stefan ; Levitan, Rivka ; Hirschberg, Julia
Author_Institution
Dept. de Comput., Univ. de Buenos Aires, Buenos Aires, Argentina
fYear
2014
Firstpage
578
Lastpage
583
Abstract
Entrainment is the propensity of conversational partners to align different aspects of their communicative behavior. In this study we present three novel measures of prosodic entrainment based on intonational contours as defined by the ToBI conventions for prosodic description. Each of these measures estimates the similarity of contours used by speakers in different ways: by means of the perplexity of n-gram models, the Levenshtein distance, and the Kullback-Leibler divergence measure. We report significant correlations between each of these measures and manual annotations of a number of social variables related to the level of engagement of speakers, in a corpus of task-oriented dialogues in Standard American English.
Keywords
natural language processing; speech processing; Kullback-Leibler divergence measure; Levenshtein distance; Standard American English; ToBI convention; communicative behavior; conversational partner propensity; n-gram model perplexity; prosodic description; prosodic entrainment; speaker engagement; task-oriented dialogues; Bismuth; Computational modeling; Correlation; Entropy; Games; Speech; Vectors; Dialogue; ToBI; entrainment; prosody; social variables;
fLanguage
English
Publisher
ieee
Conference_Titel
Spoken Language Technology Workshop (SLT), 2014 IEEE
Type
conf
DOI
10.1109/SLT.2014.7078638
Filename
7078638
Link To Document