International Journal of Intelligent Systems and Applications(IJISA)
ISSN: 2074-904X (Print), ISSN: 2074-9058 (Online)
Published By: MECS Press
IJISA Vol.10, No.7, Jul. 2018
Dynamic Selection Approach to Overcome the Demotivation of Learners in a Community Learning System
Full Text (PDF, 675KB), PP.27-38
Community of Practice (CoP) is a very rich concept for designing learning systems for adults in relation to their professional development. In particular, for community problem solving. Indeed, Communities of Practice are made up of people who engage in a process of collective learning in a shared domain. The members engage in joint activities and discussions, help each other, and share information. They build relationships that enable them to learn from each other. The most important condition for continuing to learn from a CoP is that the community should live and be active. However, one of the main factors of members demotivation to continue interacting through the CoP is the frequent receipt of a large number of aid requests related to problems that they might not be able to solve. Thing that may lead them to abandon the CoP. In an attempt to overcome this problem, we propose an approach for selecting a group of members who are the most appropriate to contribute to the resolution of a given problem. In this way, the aid request will be sent only to this group. Our approach consists of a static rules-based selection complemented with a dynamic selection based on the ability to solve previous similar problems through analysis of the history of interactions.
Cite This Paper
Dominique Groux-Leclet, Ahlame Begdouri, Rachid Belmeskine, "Dynamic Selection Approach to Overcome the Demotivation of Learners in a Community Learning System", International Journal of Intelligent Systems and Applications(IJISA), Vol.10, No.7, pp.27-38, 2018. DOI: 10.5815/ijisa.2018.07.03
GDT "Le grand dictionnaire terminologique", Office québécois de la langue française. [Online]. http://www.granddictionnaire.com/ [Accessed: 15- Sept- 2017]
E. Garrot, "Plate-forme support à l'Interconnexion de Communautés de Pratique. Application au tutorat avec TE-Cap", PhD Thesis, INSA de Lyon, 2008.
B. Charlier, A. Boukottaya, A. Daele, N. Deschryver, S. El Helou, S. Y. Naudet "Designing services for CoPs: first results of the PALETTE project", TEL-CoPs 07: 2nd International Workshop on Building Technology Enhanced Learning Solutions for Communities of Practice, 2007.
E. Wenger, "Communities of practice: Learning, meaning, and identity", Cambridge UP, 1998.
E. Wenger "La théorie des communautés de pratique", Presses Université Laval, 2002.
"Development of Virtual Communities of Practice to Support Programmatic Efforts within University Systems", Office of Educational Access and Success (OEAS), University System of Georgia, 2012.
L. Dubé, A. Bourhis, R. Jacob ‘The impact of structural characteristics on the launching of intentionally formed virtual communities of practice’, Cahier du GReSI, vol. 3, p. 09, 2003.
L. Lipponen, ‘Exploring foundations for computer-supported collaborative learning’, in Proceedings of the conference on computer support for collaborative learning: Foundations for a CSCL community, pp. 72-81, 2002.
P. Brusilovsky, C. Peylo, ‘Adaptive and intelligent web-based educational systems’, International Journal of Artificial Intelligence in Education (IJAIED), vol. 13, pp. 159-172, 2003.
L. Magnisalis., S. Demetriadis, A. Karakostas, ‘Adaptive and intelligent systems for collaborative learning support: a review of the field’, Learning Technologies, IEEE Transactions on, vol. 4, pp. 5-20, 2011.
W. Chen, ‘Supporting teachers, intervention in collaborative knowledge building’, Journal of Network and Computer Applications, vol. 29, pp. 200-215, 2006.
E. M. Maina, R. O. Oboko, P. W. Waiganjo, ’Using Machine Learning Techniques to Support Group Formation in an Online Collaborative Learning Environment’, International Journal of Intelligent Systems and Applications (IJISA), Vol.9, No.3, pp.26-33, 2017. DOI:10.5815/ijisa.2017.03.04
E. Alfonseca, R. M. Carro, E. Martin, A. Ortigosa, P. Paredes, ‘The impact of learning styles on student grouping for collaborative learning: a case study’, User Modeling and User-Adapted Interaction, vol. 16, pp. 377-401, 2006.
E. Martin, P. Paredes ‘Using Learning Styles for Dynamic Group Formation in Adaptive Collaborative Hypermedia Systems’, ICWE Workshops, pp. 188-198, 2005.
A. El Mhouti, A. Nasseh, M. Erradi, ‘Stimulate Engagement and Motivation in MOOCs Using an Ontologies Based Multi-Agents System’, International Journal of Intelligent Systems and Applications (IJISA), Vol.8, No.4, pp.33-42, 2016, DOI: 10.5815/ijisa.2016.04.04
S. Goswami et al., ‘A New Evaluation Measure for Feature Subset Selection with Genetic Algorithm’, International Journal of Intelligent Systems and Applications (IJISA), Vol.7, No.10, pp.28-36, 2015, DOI: 10.5815/ijisa.2015.10.04
P. Sancho, R. F. Fernandez, B. Manjon, ‘NUCLEO: Adaptive computer supported collaborative learning in a role game based scenario’, Advanced Learning Technologies, ICALT'08. Eighth IEEE International Conference on, pp. 671-675, 2008.
J. D. Vermunt, ‘Learning styles and directed learning processes in higher education: towards a process-oriented instruction in independent thinking’, Ed Lisse: Swets and Zeitlinger, 1992.
K. Tourtoglou, M. Virvou, ‘Simulated Annealing in Finding Optimum Groups of Learners of UML’, Intelligent Interactive Multimedia Systems and Services, Ed: Springer, pp. 147-156, 2010.
R. Sawant, A. Singhal, P. Nigam, U. Shah, ‘ClassroomWiki: a collaborative Wiki for institutional use’, Proceedings of the International Conference & Workshop on Emerging Trends in Technology, pp. 1359-1359, 2011.
A. Papadimitriou, M. Grigoriadou, G. Gyftodimos, ‘MATHEMA: A Learner-controlled Adaptive Educational Hypermedia System’, Journal of Information Technology and Application in Education, vol. 1, pp. 47-73, 2012.
S. Brauer, T. C. Schmidt, ‘Group formation in elearning-enabled online social networks’, Interactive Collaborative Learning (ICL), 15th International Conference on, pp. 1-8, 2012.
D. Jagadish, ‘Grouping in collaborative e-learning environment based on interaction among students’, Recent Trends in Information Technology (ICRTIT), International Conference on, pp. 1-5, 2014.
R. Duque, D. Gómez-Pérez, A. Nieto-Reyes, C. Bravo, ‘Analyzing collaboration and interaction in learning environments to form learner groups’, International Journal of Computers in Human Behavior, 2014.
E. Wenger, R. A. McDermott, W. Snyder, ‘Cultivating communities of practice: A guide to managing knowledge’, Harvard Business Press, 2002.
R. Belmeskine, A. Begdouri, D. Groux-Leclet, ‘Favoriser les interactions entre enseignants d’une Communauté de Pratique via des dispositifs mobiles : Expérience dans une FST au Maroc’, 9ème Colloque Technologies de l’Information et de la Communication pour l’Enseignement, TICE 2014, Bézier, France. pp.93-107, 2014.
R. Belmeskine, D. Leclet-Groux, A. Begdouri, ‘Toward Maximizing Access Knowledge in Learning: Adaptation of Interactions in a CoP Support System’. In Open Learning and Teaching in Educational Communities, Springer International Publishing, pp. 550-551, 2014.
R. Belmeskine, A. Begdouri, D. Leclet, ‘Community Computer Environment supports a COP, CBR approach to solve difficulties’, IEEE International Colloquium on Information Science and Technology (CIST'2012), 2012.
R. Belmeskine, D. Leclet, A. Begdouri, ‘Environnement Informatique Communautaire support d’une CoP pour l’aide à la résolution de difficultés’, 8ème Colloque Technologies de l’Information et de la Communication pour l’Enseignement (TICE 2012), pp 31-43, 2012.
R. Belmeskine, A. Begdouri, D. Groux-Leclet, ‘Resolution of difficulties approach for a Community of Practice members: design, implementation and experiment’, International Journal Of Research In Education Methodology, 4(1), 409-422, 2013.
R. Belmeskine, A. Begdouri, D. Leclet, ‘Architecture for the "Adaptation of Interactions" layer in the CCE-MAETIC (Community Computing Environment support of the MAETIC community of Practice)’, International Conference on Engineering Education and Research (ICEER 2013), Marrakesh, Morocco, 2013.
D. Leclet, B. Talon, ‘Binding the gap between professional context and university: e-suitcase MAETIC for a real world experience’, Internationale Conference on Interactive Computer aided Learning 2008, ICL, IEEE Computer Society Press. ISBN: 978-3-89958- 353-3, pp.1-9, 2008.
H. O. Salami, E. Y. Mamman, ‘A Genetic Algorithm for Allocating Project Supervisors to Students’, International Journal of Intelligent Systems and Applications (IJISA), Vol.8, No.10, pp.51-59, 2016, DOI: 10.5815/ijisa.2016.10.06