• 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