Abstract
Computer Supported Collaborative Learning (CSCL) has gained a steadily increasing role as it helps students to better comprehend through its synergistic effect, mediated by technology. In line with CSCL learning paradigm, our approach is centered on creativity stimulation which is facilitated by a deeper understanding of the dialog. This paper introduces new extended views for our ReaderBench framework, as well as a novel recommendations engine. Our General Morphological Analysis (GMA) implementation is based on the keywords extraction mechanism provided by ReaderBench, alongside with the similar concepts inferred using the lexicalized ontology WordNet, Latent Semantic Analysis (LSA), and Latent Dirichlet Analysis (LDA) semantic models. We also include a comprehensive case study to detail the new processing workflows that integrate voices (i.e., participants’ points of view), keywords identification, and text cohesion in order to recommend personalized learning resources.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Stahl, G.: Group cognition. Computer support for building collaborative knowledge. MIT Press, Cambridge, MA (2006)
Vohs, K.D., Baumeister, R.F. (eds.): Handbook of Self-Regulation: Research, theory, and applications. The Guildford Press, New York, NY & London (2011)
Bakhtin, M.M.: Problems of Dostoevsky’s poetics. University of Minnesota Press, Minneapolis (1984)
Trausan-Matu, S., Stahl, G., Sarmiento, J.: Polyphonic Support for Collaborative Learning. In: Groupware: Design, Implementation, and Use, 12th International Workshop (CRIWG 2006), Vol. LNCS 4154, pp. 132–139. Springer, Medina del Campo, Spain (2006)
Trausan-Matu, S.: A Polyphonic Model, Analysis Method and Computer Support Tools for the Analysis of Socially-Built Discourse. Romanian Journal of Information Science and Technology, 16(2-3), 144–154 (2013)
Trausan-Matu, S.: Un model polifonic pentru creativitatea în grupurile colaborative virtuale de mici dimensiuni. Revista Romana de Interactiune Om-Calculator, 6(1), 57–78 (2013)
Trausan-Matu, S.: Computer support for creativity in small groups using chats. Annals of the Academy of Romanian Scientists, Series on Science and Technology of Information, 3(2), 81–90 (2010)
Ritchey, T.: General Morphological Analysis: A general method for non-quantified modeling. Swedish Morphological Society (1998)
Ritchey, T.: Wicked problems–social messes: Decision support modelling with morphological analysis, Vol. 17. Springer Science & Business Media (2011)
Oprisan, A., Trausan-Matu, S.: Creativity Stimulation Tool. Annals of the Academy of Romanian Scientists, Series on Science and Technology of Information, 6(1), 63–83 (2013)
Stamati, D., Dascalu, M., Trausan-Matu, S.: Creativity stimulation in chat conversations through morphological analysis. University Politehnica of Bucharest Scientific Bulletin Series C-Electrical Engineering and Computer Science, 77(4), 17–30 (2015)
Dascalu, M.: Analyzing discourse and text complexity for learning and collaborating, Studies in Computational Intelligence, Vol. 534. Springer, Cham, Switzerland (2014)
Dascalu, M., Dessus, P., Bianco, M., Trausan-Matu, S., Nardy, A.: Mining texts, learner productions and strategies with ReaderBench. In: Peña-Ayala, A. (ed.) Educational Data Mining: Applications and Trends, pp. 345–377. Springer, Cham, Switzerland (2014)
Stahl, G., Koschmann, T., Suthers, D.: Computer-supported collaborative learning: An historical perspective. In: Sawyer, R.K. (ed.) Cambridge handbook of the learning sciences, pp. 409–426. Cambridge University Press, Cambridge, UK (2006)
Lai, E.R.: Collaboration: A Literature Review. Pearson: Research Reports (2011) 48
Dillenbourg, P., Baker, M., Blaye, A., O’Malley, C.: The evolution of research on collaborative learning. In: Spada, E., Reiman, P. (eds.) Learning in Humans and Machine: Towards an interdisciplinary learning science. Elsevier, Oxford (1996)
Bereiter, C.: Education and mind in the knowledge age. Lawrence Erlbaum Associates, Mahwah, NJ (2002)
Wallas, G.: The Art of Thought: Graham Wallas on the Four Stages of Creativity. (1926)
Koschmann, T.: Toward a dialogic theory of learning: Bakhtin’s contribution to understanding learning in settings of collaboration. In: Int. Conf. on Computer Support for Collaborative Learning (CSCL’99), pp. 308–313. ISLS, Palo Alto (1999)
Zwicky, F.: Discovery, Invention, Research - Through the Morphological Approach. The Macmillian Company, Toronto (1969)
Dascalu, M., Trausan-Matu, S., McNamara, D.S., Dessus, P.: ReaderBench – Automated Evaluation of Collaboration based on Cohesion and Dialogism. International Journal of Computer-Supported Collaborative Learning, 10(4), 395–423 (2015)
Dascalu, M., McNamara, D.S., Trausan-Matu, S., Allen, L.K.: Cohesion Network Analysis of CSCL Participation. Behavior Research Methods, 1–16 (2017)
Acknowledgements
This research was partially supported by the 644187 EC H2020 Realising an Applied Gaming Eco-system (RAGE) project, as well as by the FP7 2008-212578 LTfLL project.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Stamati, D., Sirbu, MD., Dascalu, M., Trausan-Matu, S. (2018). Exploring General Morphological Analysis and Providing Personalized Recommendations to Stimulate Creativity with ReaderBench . In: Chang, M., et al. Challenges and Solutions in Smart Learning. Lecture Notes in Educational Technology. Springer, Singapore. https://doi.org/10.1007/978-981-10-8743-1_7
Download citation
DOI: https://doi.org/10.1007/978-981-10-8743-1_7
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-10-8742-4
Online ISBN: 978-981-10-8743-1
eBook Packages: EducationEducation (R0)