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Cai, Zhiqiang; Pennebaker, James W.; Eagan, Brendan; Shaffer, David W.; Dowell, Nia M.; Graesser, Arthur C. – Grantee Submission, 2017
This study investigates a possible way to analyze chat data from collaborative learning environments using epistemic network analysis and topic modeling. A 300-topic general topic model built from TASA (Touchstone Applied Science Associates) corpus was used in this study. 300 topic scores for each of the 15,670 utterances in our chat data were…
Descriptors: Network Analysis, Computer Mediated Communication, Cooperative Learning, Scores
Cai, Zhiqiang; Eagan, Brendan; Dowell, Nia M.; Pennebaker, James W.; Shaffer, David W.; Graesser, Arthur C. – International Educational Data Mining Society, 2017
This study investigates a possible way to analyze chat data from collaborative learning environments using epistemic network analysis and topic modeling. A 300-topic general topic model built from TASA (Touchstone Applied Science Associates) corpus was used in this study. 300 topic scores for each of the 15,670 utterances in our chat data were…
Descriptors: Epistemology, Network Analysis, Cooperative Learning, Computer Software
Jo, Yohan; Tomar, Gaurav; Ferschke, Oliver; Rosé, Carolyn P.; Gaševic, Dragan – International Educational Data Mining Society, 2016
An important research problem for Educational Data Mining is to expedite the cycle of data leading to the analysis of student learning processes and the improvement of support for those processes. For this goal in the context of social interaction in learning, we propose a three-part pipeline that includes data infrastructure, learning process…
Descriptors: Information Retrieval, Learning Processes, Interaction, Interpersonal Relationship
Huber, Stephan Gerhard; Tulowitzki, Pierre; Schwander, Marius – AERA Online Paper Repository, 2017
This proposal reports on the theoretical underpinnings and first findings from a five-year longitudinal study (2013-2018) on networked systems in Switzerland. The aim is to assess which conditions lead to a higher functional quality of cooperation between agents in the education sector as well as to assess the possible impact of networked systems…
Descriptors: Educational Opportunities, Longitudinal Studies, Foreign Countries, Networks