Abnar, S., Orooji, F., Taghiyareh, F. (2012). An evolutionary algorithm for forming mixed groups of learners in web based collaborative learning environments. In 2012 IEEE international conference on technology enhanced education (ICTEE).. IEEE, (pp. 1–6)
Archer, E., Chetty, Y.B., Prinsloo, P. (2014). Benchmarking the habits and behaviours of successful students: A case study of academic-business collaboration. The International Review of Research in Open and Distributed Learning, 15(1), 62–83.
Article
Google Scholar
Boticki, I., Akçapınar, G., Ogata, H. (2019). E-book user modelling through learning analytics: the case of learner engagement and reading styles. Interactive Learning Environments, 27, 754–765.
Article
Google Scholar
Boticki, I., Uzelac, N., Dlab, M.H., Hoić-Božić, N. (2020). Making synchronous CSCL work: a widget-based learning system with group work support. Educational Media International, 57(3), 187–20.
Article
Google Scholar
Bremner, S. (2010). Collaborative writing: Bridging the gap between the textbook and the workplace. English for Specific Purposes, 29(2), 121–132.
Article
Google Scholar
Christodoulopoulos, C.E., & Papanikolaou, K.A. (2007). A group formation tool in an e-learning context. In 19th IEEE international conference on tools with artificial intelligence (ICTAI 2007), (Vol. Vol. 2.. IEEE, pp. 117–123)
Cohen, J. (1988). Statistical power analysis for the behavioral sciences, 2nd ed. Hillsdale, NJ: Lawrence Earlbaum Associates.
Google Scholar
D’angelo, C.M., Smith, J., Alozie, N., Tsiartas, A., Richey, C., Bratt, H. (2019). Mapping individual to group level collaboration indicators using speech data. In 13th International Conference on Computer Supported Collaborative Learning-A Wide Lens: Combining Embodied, Enactive, Extended, and Embedded Learning in Collaborative Settings, CSCL 2019. International Society of the Learning Sciences (ISLS).
Dillenbourg, P. (1999). What do you mean by collaborative learning?Collaborative-learning: Cognitive and Computational Approaches, 1–19.
Dlab, M.H., Boticki, I., Hoic-Bozic, N., Looi, C.K. (2020). Exploring group interactions in synchronous mobile computer-supported learning activities. Computers & Education, 146, 103735.
Article
Google Scholar
D’mello, S.K., & Graesser, A. (2010). Multimodal semi-automated affect detection from conversational cues, gross body language, and facial features. User Modeling and User-Adapted Interaction, 20(2), 147–187.
Article
Google Scholar
D’Mello, S., Jackson, T., Craig, S., Morgan, B., Chipman, P., White, H., Person, N., Kort, B., El Kaliouby, R., Picard, R.W., Graesser, A. (2008). AutoTutor detects and responds to learners affective and cognitive states. In Workshop on emotional and cognitive issues at the international conference on intelligent tutoring systems, (pp. 306–308).
Du, J., Fan, X., Xu, J., Wang, C., Sun, L., Liu, F. (2019). Predictors for students’ self-efficacy in online collaborative groupwork. Educational Technology Research and Development, 67(4), 767–791.
Article
Google Scholar
Ferguson, R. (2012). Learning analytics: drivers, developments and challenges. International Journal of Technology Enhanced Learning, 4(5/6), 304–317.
Article
Google Scholar
Flanagan, B., & Ogata, H. (2018). Learning analytics platform in higher education in Japan. Knowledge Management and E-Learning, 10, 469–484.
Google Scholar
Forsell, J., Forslund Frykedal, K., Hammar Chiriac, E. (2020). Group Work Assessment: Assessing Social Skills at Group Level. Small Group Research, 51, 87–124.
Article
Google Scholar
Hirashima, T., Yamasaki, K., Fukuda, H., Funaoi, H. (2015). Framework of kit-build concept map for automatic diagnosis and its preliminary use. Research and Practice in Technology Enhanced Learning, 10(1), 1–21.
Article
Google Scholar
Huang, Y., Zhu, M., Wang, J., Pathak, N., Shen, C., Keegan, B., Williams, D., Contractor, N. (2009). The formation of task-oriented groups: Exploring combat activities in online games. In 2009 International Conference on Computational Science and Engineering, (Vol. Vol. 4.. IEEE, pp. 122–127)
Kim, Y., D’Angelo, C., Cafaro, F., Ochoa, X., Espino, D., Kline, A., Hamilton, E., Lee, S., Butail, S., Liu, L., et al (2020). Multimodal data analytics for assessing collaborative interactions. In: Gresalfi, M., & Horn, I.S. (Eds.) In Proceedings of the 14th International Conference on Learning Sciences, (Vol. Vol. 5.. International Society of the Learning Sciences, pp. 2547–2554)
Kudo, T. (2016). Tiny segmenter (in japanese). Available: http://chasen.org/~taku/software/TinySegmenter/.
Kyndt, E., Raes, E., Lismont, B., Timmers, F., Cascallar, E., Dochy, F. (2013). A meta-analysis of the effects of face-to-face cooperative learning. Do recent studies falsify or verify earlier findings?Educational Research Review, 10, 133–149.
Article
Google Scholar
Lee Jensen, J., & Lawson, A. (2011). Effects of collaborative group composition and inquiry instruction on reasoning gains and achievement in undergraduate biology. CBE Life Sciences Education, 10, 64–73.
Article
Google Scholar
Macfadyen, L.P., & Dawson, S. (2012). Numbers are not enough. Why e-learning analytics failed to inform an institutional strategic plan. Journal of Educational Technology & Society, 15(3), 149–163.
Google Scholar
Majumdar, R., Akçapınar, A., Akçapınar, G., Flanagan, B., Ogata, H. (2019). LAView: Learning analytics dashboard towards evidence-based education. In 9th International Conference on Learning Analytics and Knowledge, (pp. 386–387).
Majumdar, R., & Iyer, S. (2014). Using stratified attribute tracking (SAT) diagrams for learning analytics. In IEEE 14th International Conference on Advanced Learning Technologies, (pp. 386–387).
Manske, S., Hecking, T., Chounta, I.A., Werneburg, S., Ulrich Hoppe, H. (2015). Using differences to make a difference: A study on heterogeneity of learning groups. In: Lindwall, O., Häkkinen, P., Koschmann, T., Tchounikine, P., Ludvigsen, S. (Eds.) In Exploring the material conditions of learning: the computer supported collaborative learning (CSCL) conference 2015, (Vol. Vol. 1. The International Society of the Learning Sciences, Gothenburg, pp. 182–189).
Google Scholar
Manske, S., & Hoppe, H.U. (2016). The “Concept cloud”: Supporting collaborative knowledge construction based on semantic extraction from learner-generated artefacts. In Proceedings - IEEE 16th International Conference on Advanced Learning Technologies, (pp. 302–306).
Manske, S., & Hoppe, H.U. (2017). Managing Knowledge Diversity: Towards Automatic Semantic Group Formation. In Proceedings - IEEE 17th International Conference on Advanced Learning Technologies, (pp. 330–332).
Maqtary, N., Mohsen, A., Bechkoum, K. (2019). Group formation techniques in computer-supported collaborative learning: A systematic literature review. Technology, Knowledge and Learning, 24(2), 169–190.
Article
Google Scholar
Milton, G.A. (1965). Enthusiasm vs effectiveness in group and individual problem-solving. Psychological Reports, 16, 1197–1201.
Article
Google Scholar
Moreno, J., Ovalle, D.A., Vicari, R.M. (2012). A genetic algorithm approach for group formation in collaborative learning considering multiple student characteristics. Computers & Education, 58(1), 560–569.
Article
Google Scholar
Nyikos, M., & Hashimoto, R. (1997). Constructivist theory applied to collaborative learning in teacher education: In search of ZPD. The Modern Language Journal, 81(4), 506–51.
Article
Google Scholar
Ogata, H., Majumdar, R., Akçapinar, G., Hasnine, M.N., Flanagan, B. (2018). Beyond learning analytics: Framework for technology-enhanced evidence-based education and learning. In 26th International Conference on Computers in Education, Workshop Proceedings, (pp. 493–496).
Ounnas, A., Davis, H.C., Millard, D.E. (2007). Towards semantic group formation. In Proceedings - The 7th IEEE International Conference on Advanced Learning Technologies, (pp. 825–827).
Pöysä-Tarhonen, J., Care, E., Awwal, N., Häkkinen, P. (2018). Pair interactions in online assessments of collaborative problem solving: case-based portraits. Research and Practice in Technology Enhanced Learning, 13, 1–29.
Article
Google Scholar
Schneider, B., & Blikstein, P. (2015). Unraveling Students’ Interaction Around a Tangible Interface using Multimodal Learning Analytics. Journal of Educational Data Mining, 7(3), 89–116.
Google Scholar
Shapiro, S.S., & Wilk, M.B. (1965). An analysis of variance test for normality (complete samples). Biometrika, 52(3/4), 591–611.
Article
Google Scholar
Siemens, G. (2012). Learning analytics: envisioning a research discipline and a domain of practice. In Proceedings of the 2nd international conference on learning analytics and knowledge, (pp. 4–8).
Sivaloganathan, S., Al-Marzouqi, A., Zaneldin, E. (2020). Teaching conceptual design to a heterogeneous group: A workshop method. 2020 ASEE Virtual Annual Conference Content Access.
Smith, J., Bratt, H., Richey, C., Bassiou, N., Alozie, N. (2016). Spoken interaction modeling for automatic assessment of collaborative learning. In Speech Prosody, (pp. 277–281).
Splichal, J.M., Oshima, J., Oshima, R. (2018). Regulation of collaboration in project-based learning mediated by CSCL scripting reflection. Computers & Education, 125, 132–145.
Article
Google Scholar
Srba, I., & Bielikova, M. (2015). Dynamic group formation as an approach to collaborative learning support. IEEE Transactions on Learning Technologies, 8(2), 173–186.
Article
Google Scholar
Stahl, G., Koschmann, T., Suthers, D.D. (2006). Computer-supported collaborative learning: An historical perspective [Electronic Version]. Retrieved 2007-06-07 from http://lilt.ics.hawaii.edu/lilt/papers/2006/CSCL_American_English.pdf.
Strijbos, J.W. (2011). Assessment of (computer-supported) collaborative learning. IEEE Transactions on Learning Technologies, 4(1), 59–73.
Article
Google Scholar
Urhahne, D., Schanze, S., Bell, T., Mansfield, A., Holmes, J. (2010). Role of the teacher in computer-supported collaborative inquiry learning. International Journal of Science Education, 32(2), 221–243.
Article
Google Scholar
van Leeuwen, A. (2015). Learning analytics to support teachers during synchronous CSCL: Balancing between overview and overload. Journal of Learning Analytics, 2(2), 138–162.
Article
Google Scholar
Wang, Q. (2010). Using online shared workspaces to support group collaborative learning. Computers & Education, 55(3), 1270–1276.
Article
Google Scholar
Wessner, M., & Pfister, H.R. (2001). Group formation in computer-supported collaborative learning. In Proceedings of the 2001 International ACM SIGGROUP Conference on Supporting Group Work - GROUP ’01, (pp. 24–31).
Yannibelli, V.D., & Amandi, A. (2011). Forming well-balanced collaborative learning teams according to the roles of their members: An evolutionary approach. In 12th IEEE International Symposium on Computational Intelligence and Informatics, (pp. 265–270).
Zheng, Z., & Pinkwart, N. (2014). A discrete particle swarm optimization approach to compose heterogeneous learning groups. In Proceedings - IEEE 14th International Conference on Advanced Learning Technologies, (pp. 49–51).