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
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;
Conference_Titel :
Semantic Computing (ICSC), 2012 IEEE Sixth International Conference on
Conference_Location :
Palermo
Print_ISBN :
978-1-4673-4433-3
DOI :
10.1109/ICSC.2012.49