Title :
Assessing Collaborative Process in CSCL with an Intelligent Content Analysis Toolkit
Author :
Li, Yanyan ; Wang, Jing ; Liao, Jian ; Zhao, Donglun ; Huang, Ronghuai
Author_Institution :
Beijing Normal Univ., Beijing
Abstract :
Unveiling the collaborative process is of central importance in CSCL research. This paper firstly reviews the different methods to assess the collaborative process and corresponding supporting tools, and points out the existing weaknesses of such tools. Afterwards, by incorporating the domain ontology, NLP and association rules mining technologies, an integrated toolkit with comprehensive functionalities is designed and implemented to support content analysis with intelligence and visualization features. A case study is also conducted to show the functionalities of the tool. The results show that the toolkit is portable, versatile, and effective to assist researchers analyzing the discourse transcripts for enhancing our understanding of the collaborative process.
Keywords :
data mining; groupware; intelligent tutoring systems; natural language processing; assessing collaborative process; association rules mining; domain ontology; integrated toolkit; intelligent content analysis; natural language processing; supporting tools; Collaborative software; Collaborative tools; Educational technology; Information analysis; International collaboration; Online Communities/Technical Collaboration; Social network services; Speech analysis; Text analysis; Visualization;
Conference_Titel :
Advanced Learning Technologies, 2007. ICALT 2007. Seventh IEEE International Conference on
Conference_Location :
Niigata
Print_ISBN :
0-7695-2916-X
DOI :
10.1109/ICALT.2007.73