Abstract
In this work we introduce a novel Learning Analytics approach to identify students’ communities. The introduction of Learning Management Systems in higher education requires the educators to plan their Learning Design (LD) process with the online scenario in mind. We examined the blended learning environment where this process takes place in the Virtual Learning Environment. This allows the educators to track most of the students’ individual activities, but the communications may be excluded from tracking since the students can use side communications channels, such as face-to-face communication, instant messaging and social network platforms. Our approach, using the student-system interactions histories, helps to discover hidden relationships among the students. The elicited information about students’ groupings and social interactions’ evolution over time can be used by educators to adapt and improve their LD process, to find associations between students’ social interactions and their academic performance, as well as to promote team-based learning.
| Original language | English |
|---|---|
| Title of host publication | 18th International Conference on Computational Science and Its Applications (ICCSA 2018) |
| Editors | Ana Maria Rocha, David Taniar, Elena Stankova, Carmelo M. Torre, Yeonseung Ryu, Eufemia Tarantino, Osvaldo Gervasi, Beniamino Murgante, Sanjay Misra, Bernady O. Apduhan |
| Publisher | Springer Verlag |
| Pages | 398-413 |
| Number of pages | 16 |
| ISBN (Print) | 9783319951676 |
| DOIs | |
| Publication status | Published - 4 Jul 2018 |
| Event | 18th International Conference on Computational Science and Its Applications, ICCSA 2018 - Melbourne, Australia Duration: 2 Jul 2018 → 5 Jul 2018 |
Publication series
| Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
|---|---|
| Volume | 10962 LNCS |
| ISSN (Print) | 0302-9743 |
| ISSN (Electronic) | 1611-3349 |
Conference
| Conference | 18th International Conference on Computational Science and Its Applications, ICCSA 2018 |
|---|---|
| Country/Territory | Australia |
| City | Melbourne |
| Period | 2/07/18 → 5/07/18 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
-
SDG 4 Quality Education
User-Defined Keywords
- Cluster analysis
- Hidden relationships identification
- Learning analytics
- Student interactions
Fingerprint
Dive into the research topics of 'Clustering students interactions in eLearning systems for group elicitation'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver