Inferring competitive role patterns in reality TV show through nonverbal analysis

Bogdan Raducanu, Daniel Gatica-Perez

    Research output: Contribution to journalArticleResearchpeer-review

    6 Citations (Scopus)

    Abstract

    This paper introduces a new facet of social media, namely that depicting social interaction. More concretely, we address this problem from the perspective of nonverbal behavior-based analysis of competitive meetings. For our study, we made use of "The Apprentice" reality TV show, which features a competition for a real, highly paid corporate job. Our analysis is centered around two tasks regarding a person's role in a meeting: predicting the person with the highest status, and predicting the fired candidates. We address this problem by adopting both supervised and unsupervised strategies. The current study was carried out using nonverbal audio cues. Our approach is based only on the nonverbal interaction dynamics during the meeting without relying on the spoken words. The analysis is based on two types of data: individual and relational measures. Results obtained from the analysis of a full season of the show are promising (up to 85.7% of accuracy in the first case and up to 92.8% in the second case). Our approach has been conveniently compared with the Influence Model, demonstrating its superiority. © 2010 Springer Science+Business Media, LLC.
    Original languageEnglish
    Pages (from-to)207-226
    JournalMultimedia Tools and Applications
    Volume56
    Issue number1
    DOIs
    Publication statusPublished - 1 Jan 2012

    Keywords

    • Competitive meetings
    • Nonverbal cues
    • Role analysis
    • Social interaction

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