Modeling conversational dynamics and performance in a Social Dilemma task
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TR-678.pdf
Description
Accepted version
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757.55 KB
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Unknown
Checksum (MD5)
e52feddcea2e4f5727a3741208135548
Author(s)
Dong, Wen
Lepri, Bruno
Kim, Taemie Jung
Pianesi, Fabio
Pentland, Alex
Date Issued
May 2012
Publisher
IEEE
Citation
Dong, Wen, Lepri, Bruno, Kim, Taemie, Pianesi, Fabio and Pentland, Alex Sandy. 2012. "Modeling conversational dynamics and performance in a Social Dilemma task."
Version
Author's final manuscript
Abstract
In this paper, we describe a novel approach, based on Markov jump processes, to model group interaction dynamics and group performance. In particular, we estimate conversational events such as turn taking, backchannels, turntransitions at the micro-level (1 minute windows) and then we bridge the micro-level behavior and the macro-level performance. We test this approach with a cooperative game dataset and we verified the relevance of micro-level interaction dynamics in determining a good group performance (e.g. higher speaking turns rate and backchannels rate and lower turns competition rate). © 2012 IEEE.
MIT Department
Massachusetts Institute of Technology. Media Laboratory
Terms of Use
Creative Commons Attribution-Noncommercial-Share Alike
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DOI of Published Version
https://doi.org/10.1109/isccsp.2012.6217775
