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Download full textSiew, Cynthia S. Q. – Journal of Learning Analytics, 2022
This commentary discusses how research approaches from Cognitive Network Science can be of relevance to research in the field of Learning Analytics, with a focus on modelling the knowledge representations of learners and students as a network of interrelated concepts. After providing a brief overview of research in Cognitive Network Science, I…
Descriptors: Network Analysis, Learning Analytics, Cognitive Processes, Knowledge Level
Direct linkAguilar, J.; Buendia, O.; Pinto, A.; Gutiérrez, J. – Interactive Learning Environments, 2022
Social Learning Analytics (SLA) seeks to obtain hidden information in large amounts of data, usually of an educational nature. SLA focuses mainly on the analysis of social networks (Social Network Analysis, SNA) and the Web, to discover patterns of interaction and behavior of educational social actors. This paper incorporates the SLA in a smart…
Descriptors: Learning Analytics, Cognitive Style, Socialization, Social Networks
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
Chin, Si-Chi – ProQuest LLC, 2013
People learn from prior experiences. We first learn how to use a spoon and then know how to use a different size of spoon. We first learn how to sew and then learn how to embroider. Transferring knowledge from one situation to another related situation often increases the speed of learning. This observation is relevant to human learning, as well…
Descriptors: Transfer of Training, Learning Processes, Models, Authors
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
Fox, Alison; Haddock, June; Smith, Tracy – Curriculum Journal, 2007
This article charts the development of a networked learning community (NLC). NLCs were established by the National College for School Leadership in 2002 connecting groups of schools to further both pupil and teacher learning. This study examines one sub-network in a London borough, focused on developing Assessment for Learning practices. The…
Descriptors: Professional Development, Foreign Countries, Instructional Leadership, Program Descriptions
Pechenizkiy, Mykola; Calders, Toon; Conati, Cristina; Ventura, Sebastian; Romero, Cristobal; Stamper, John – International Working Group on Educational Data Mining, 2011
The 4th International Conference on Educational Data Mining (EDM 2011) brings together researchers from computer science, education, psychology, psychometrics, and statistics to analyze large datasets to answer educational research questions. The conference, held in Eindhoven, The Netherlands, July 6-9, 2011, follows the three previous editions…
Descriptors: Academic Achievement, Logical Thinking, Profiles, Tutoring
