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Modeling conversational dynamics and performance in a Social Dilemma task
Name
TR-678.pdf
Description
Accepted version
Size
757.55 KB
Format
Adobe PDF
Checksum (MD5)
e52feddcea2e4f5727a3741208135548
Author(s)
Dong, Wen
Lepri, Bruno
Kim, Taemie
Pianesi, Fabio
Pentland, Alex Sandy
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.
Terms of Use
Creative Commons Attribution-Noncommercial-Share Alike
Persistent DSpace Link
DOI of Published Version
10.1109/isccsp.2012.6217775
