Automatic Prediction Of Small Group Performance In Information Sharing Tasks
Name
ci2012-pentland-1204.3698.pdf
Size
338.78 KB
Format
Adobe PDF
Checksum (MD5)
cb9853227e037c682e2a2e93c4f3d6bf
Author(s)
Dong, Wen
Lepri, Bruno
Pentland, Alex Paul
Date Issued
April 2012
Journal
Collective Intelligence Conference, 2012
Citation
Dong, Wen, Bruno Lepri, and Alex (Sandy) Pentland. "Automatic Prediction Of Small Group Performance In Information Sharing Tasks." Collective Intelligence Conference (CI2012), 18-20 April 2012, Cambridge, MA.
Version
Final published version
Abstract
In this paper, we describe a novel approach, based on Markov jump processes, to model small group conversational dynamics and to predict small group performance. More precisely, we estimate conversational events such as turn taking, backchannels, turn-transitions at the micro-level (1 minute windows) and then we bridge the micro-level behavior and the macro-level performance. We tested our approach with a cooperative task, the Information Sharing task, and we verified the relevance of micro-level interaction dynamics in determining a good group performance (e.g. higher speaking turns rate and more balanced participation among group members).
MIT Department
Massachusetts Institute of Technology. Media Laboratory
Program in Media Arts and Sciences (Massachusetts Institute of Technology)
Terms of Use
Creative Commons Attribution 4.0 International License
Persistent DSpace Link
DOI of Published Version
https://doi.org/10.48550/arXiv.1204.3698
