@inproceedings{d2e042eaa55d4929bd832acf588b7d07,
title = "Clustering students interactions in eLearning systems for group elicitation",
abstract = "In this work we introduce a novel Learning Analytics approach to identify students{\textquoteright} 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{\textquoteright} 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{\textquoteright} groupings and social interactions{\textquoteright} evolution over time can be used by educators to adapt and improve their LD process, to find associations between students{\textquoteright} social interactions and their academic performance, as well as to promote team-based learning.",
keywords = "Cluster analysis, Hidden relationships identification, Learning analytics, Student interactions",
author = "Paolo Mengoni and Alfredo Milani and Yuanxi Li",
note = "Publisher Copyright: {\textcopyright} Springer International Publishing AG, part of Springer Nature 2018.; 18th International Conference on Computational Science and Its Applications, ICCSA 2018 ; Conference date: 02-07-2018 Through 05-07-2018",
year = "2018",
month = jul,
day = "4",
doi = "10.1007/978-3-319-95168-3_27",
language = "English",
isbn = "9783319951676",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Verlag",
pages = "398--413",
editor = "Rocha, {Ana Maria} and David Taniar and Elena Stankova and Torre, {Carmelo M.} and Yeonseung Ryu and Eufemia Tarantino and Osvaldo Gervasi and Beniamino Murgante and Sanjay Misra and Apduhan, {Bernady O.}",
booktitle = "18th International Conference on Computational Science and Its Applications (ICCSA 2018)",
address = "Germany",
}