DocumentCode
1908900
Title
The Pursuit of Power and Its Manifestation in Written Dialog
Author
Swayamdipta, Swabha ; Rambow, Owen
Author_Institution
Dept. of Comput. Sci., Columbia Univ., New York, NY, USA
fYear
2012
fDate
19-21 Sept. 2012
Firstpage
22
Lastpage
29
Abstract
In this paper we explore the written dialog behavior of participants in anon line discussion for automatic identification of participants who pursue power within the discussion group. We employ various standard unsupervised machine learning approaches to make this prediction. Our approach relies on the identification of certain discourse structures and linguistic techniques used by participants in the discussion. We achive an F-measure of 69.5% using unsupervised methods.
Keywords
behavioural sciences; interactive systems; linguistics; social networking (online); unsupervised learning; F-measure; automatic participant identification; discourse structures; discussion group; linguistic techniques; online discussion; participants behavior; pursuit of power; standard unsupervised machine learning; written dialog behavior; Data models; Electronic publishing; Encyclopedias; Internet; Message systems; Standards;
fLanguage
English
Publisher
ieee
Conference_Titel
Semantic Computing (ICSC), 2012 IEEE Sixth International Conference on
Conference_Location
Palermo
Print_ISBN
978-1-4673-4433-3
Type
conf
DOI
10.1109/ICSC.2012.49
Filename
6337078
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