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Erschienen in: Journal of Computers in Education 1/2014

01.03.2014

Smart e-course recommender based on learning styles

verfasst von: Moushir M. El-Bishouty, Ting-Wen Chang, Sabine Graf, Kinshuk, Nian-Shing Chen

Erschienen in: Journal of Computers in Education | Ausgabe 1/2014

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Abstract

A student’s learning style is the approach for learning that best allows the student to gather and to understand knowledge in a specific manner. Providing students with learning materials and activities that fit to their learning styles seems to have high potential to make learning easier for them. This research aims at providing teachers with recommendations on how to best extend their existing e-courses in learning management systems to accommodate more students with different learning styles. A smart e-course recommender tool has been developed for this purpose, which analyzes the e-courses with respect to their support levels for different students’ learning styles, recommends learning objects to be added to the courses, and visualizes the recommendations and the improvement in the course support level for students’ with different learning styles. The experimental results indicate that the tool has the ability to recommend suitable learning objects that, once being added, significantly improve the course support level for accommodating more students with different learning styles.

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Literatur
Zurück zum Zitat Bostrom, R. P., Olfman, L., & Sein, M. K. (1990). The importance of learning style in end-user training. MIS Quarterly, 14(1), 101–119.CrossRef Bostrom, R. P., Olfman, L., & Sein, M. K. (1990). The importance of learning style in end-user training. MIS Quarterly, 14(1), 101–119.CrossRef
Zurück zum Zitat Brusilovsky, P., & Maybury, M. T. (2002). From adaptive hypermedia to the adaptive web. Communications of the ACM, 45(5), 30–33.CrossRef Brusilovsky, P., & Maybury, M. T. (2002). From adaptive hypermedia to the adaptive web. Communications of the ACM, 45(5), 30–33.CrossRef
Zurück zum Zitat Carver, C. A., Howard, R. A., & Lane, W. D. (1999). Addressing different learning styles through course hypermedia. IEEE Transactions on Education, 42(1), 33–38.CrossRef Carver, C. A., Howard, R. A., & Lane, W. D. (1999). Addressing different learning styles through course hypermedia. IEEE Transactions on Education, 42(1), 33–38.CrossRef
Zurück zum Zitat Chang, Y., Kao, W., Chu, C., & Chiu, C. (2009). A learning style classification mechanism for e-learning. Computers & Education, 53, 273–285.CrossRef Chang, Y., Kao, W., Chu, C., & Chiu, C. (2009). A learning style classification mechanism for e-learning. Computers & Education, 53, 273–285.CrossRef
Zurück zum Zitat Clay, J., & Orwig, C. (1999). Your learning style and language learning. Lingual links library, Summer Institute of Linguistic, Inc (SIL) International version 3.5. Clay, J., & Orwig, C. (1999). Your learning style and language learning. Lingual links library, Summer Institute of Linguistic, Inc (SIL) International version 3.5.
Zurück zum Zitat Dejong, K. (1975). An analysis of the behavior of a class of genetic adaptive systems. PhD thesis, University of Michigan. Dejong, K. (1975). An analysis of the behavior of a class of genetic adaptive systems. PhD thesis, University of Michigan.
Zurück zum Zitat El-Bishouty, M. M., Chang, T.-W., Kinshuk, & Graf, S. (2012). A framework for analyzing course contents in learning management systems with respect to learning styles. In G. Biswas, et al. (Eds.) 20th International Conference on Computers in Education (ICCE 2012), pp. 91–95. El-Bishouty, M. M., Chang, T.-W., Kinshuk, & Graf, S. (2012). A framework for analyzing course contents in learning management systems with respect to learning styles. In G. Biswas, et al. (Eds.) 20th International Conference on Computers in Education (ICCE 2012), pp. 91–95.
Zurück zum Zitat El-Bishouty, M. M., Saito, K., Chang, T.-W., Kinshuk, & Graf, S. (2013). An interactive course analyzer for improving learning styles support level. Proceedings of the Third International Workshop on Human-Computer Interaction and Knowledge Discovery in Complex, Unstructured, Big Data (HCI-KDD 2013) Lecture Notes in Computer Science (Vol. 7947, pp. 136–147). Springer. El-Bishouty, M. M., Saito, K., Chang, T.-W., Kinshuk, & Graf, S. (2013). An interactive course analyzer for improving learning styles support level. Proceedings of the Third International Workshop on Human-Computer Interaction and Knowledge Discovery in Complex, Unstructured, Big Data (HCI-KDD 2013) Lecture Notes in Computer Science (Vol. 7947, pp. 136–147). Springer.
Zurück zum Zitat Felder, R. M., & Silverman, L. K. (1988a). Learning and teaching styles in engineering education. Engineering Education, 78(7), 674–681. Felder, R. M., & Silverman, L. K. (1988a). Learning and teaching styles in engineering education. Engineering Education, 78(7), 674–681.
Zurück zum Zitat Felder, R., & Silverman, L. (1988b). Learning and teaching styles in engineering education. Journal of Engineering Education, 78(7), 674–681. Felder, R., & Silverman, L. (1988b). Learning and teaching styles in engineering education. Journal of Engineering Education, 78(7), 674–681.
Zurück zum Zitat García, P., Amandi, A., Schiaffino, S., & Campo, M. (2007). Evaluating Bayesian Networks’ precision for detecting students’ learning styles. Computers & Education, 49(3), 794–808.CrossRef García, P., Amandi, A., Schiaffino, S., & Campo, M. (2007). Evaluating Bayesian Networks’ precision for detecting students’ learning styles. Computers & Education, 49(3), 794–808.CrossRef
Zurück zum Zitat Graf, S. & Kinshuk. (2007). Providing adaptive courses in learning management systems with respect to learning styles. Proceedings of the world conference on e-learning in corporate, government, healthcare, and higher education (e-learn), pp. 2576–2583. Graf, S. & Kinshuk. (2007). Providing adaptive courses in learning management systems with respect to learning styles. Proceedings of the world conference on e-learning in corporate, government, healthcare, and higher education (e-learn), pp. 2576–2583.
Zurück zum Zitat Graf, S., & Kinshuk, P. (2006). An approach for detecting learning styles in learning management systems. Proceedings of the sixth international conference on advanced learning technologies (ICALT’06), pp. 161–163. Graf, S., & Kinshuk, P. (2006). An approach for detecting learning styles in learning management systems. Proceedings of the sixth international conference on advanced learning technologies (ICALT’06), pp. 161–163.
Zurück zum Zitat Graf, S., Kinshuk, & Liu, T.-C. (2009). Supporting teachers in identifying students’ learning styles in learning management systems: An automatic student modelling approach. Educational Technology & Society, 12(4), 3–14. Graf, S., Kinshuk, & Liu, T.-C. (2009). Supporting teachers in identifying students’ learning styles in learning management systems: An automatic student modelling approach. Educational Technology & Society, 12(4), 3–14.
Zurück zum Zitat Grefenstette, J. J. (1986). Optimization of control parameters for genetic algorithms. IEEE Transactions on Systems, Man, and Cybernetics, SMC-16-1, 122–128. Grefenstette, J. J. (1986). Optimization of control parameters for genetic algorithms. IEEE Transactions on Systems, Man, and Cybernetics, SMC-16-1, 122–128.
Zurück zum Zitat Holland, J. (1975). Adaptation in natural and artificial systems. Ann Arbor: University of Michigan Press. Holland, J. (1975). Adaptation in natural and artificial systems. Ann Arbor: University of Michigan Press.
Zurück zum Zitat Honey, P., & Mumford, A. (1982). The manual of learning styles. Maidenhead: Peter Honey. Honey, P., & Mumford, A. (1982). The manual of learning styles. Maidenhead: Peter Honey.
Zurück zum Zitat Kolb, D. A. (1984). Experiential learning: Experience as the source of learning and development. Englewood Cliffs, NJ: Prentice-Hall. Kolb, D. A. (1984). Experiential learning: Experience as the source of learning and development. Englewood Cliffs, NJ: Prentice-Hall.
Zurück zum Zitat Kuljis, J., & Liu, F. (2005). A comparison of learning style theories on the suitability for e-learning. Proceedings of the conference on web technologies, applications, and services, ACTA Press, pp. 191–197. Kuljis, J., & Liu, F. (2005). A comparison of learning style theories on the suitability for e-learning. Proceedings of the conference on web technologies, applications, and services, ACTA Press, pp. 191–197.
Zurück zum Zitat Kumar, R., & Jyotishree, (2012). Blending roulette wheel selection & rank selection in genetic algorithms. International Journal of Machine Learning and Computing, 2(4), 365–370.CrossRef Kumar, R., & Jyotishree, (2012). Blending roulette wheel selection & rank selection in genetic algorithms. International Journal of Machine Learning and Computing, 2(4), 365–370.CrossRef
Zurück zum Zitat Matsumoto, M., & Nishimura, T. (1998). Mersenne twister: A 623-dimensionally equidistributed uniform pseudo-random number generator. ACM Transactions on Modeling and Computer Simulation, 8(1), 3–30.CrossRef Matsumoto, M., & Nishimura, T. (1998). Mersenne twister: A 623-dimensionally equidistributed uniform pseudo-random number generator. ACM Transactions on Modeling and Computer Simulation, 8(1), 3–30.CrossRef
Zurück zum Zitat Ozpolat, E., & Akar, G. B. (2009). Automatic detection of learning styles for an e-learning system. Computers & Education, 53, 355–367.CrossRef Ozpolat, E., & Akar, G. B. (2009). Automatic detection of learning styles for an e-learning system. Computers & Education, 53, 355–367.CrossRef
Zurück zum Zitat Paredes, P., & Rodríguez, P. (2004). A mixed approach to modelling learning styles in adaptive educational hypermedia. Advanced Technology for Learning, 1(4), 210–215.CrossRef Paredes, P., & Rodríguez, P. (2004). A mixed approach to modelling learning styles in adaptive educational hypermedia. Advanced Technology for Learning, 1(4), 210–215.CrossRef
Zurück zum Zitat Pask, G. (1976). Styles and strategies of learning. British Journal of Educational Psychology, 46, 128–148.CrossRef Pask, G. (1976). Styles and strategies of learning. British Journal of Educational Psychology, 46, 128–148.CrossRef
Zurück zum Zitat Pena, C., Narzo, J., & Rosa, J. (2002). Intelligent agents in a teaching and learning environment on the Web. Proceedings of the 2nd IEEE international conference on advanced learning technologies (ICALT2002), pp. 9–12. Pena, C., Narzo, J., & Rosa, J. (2002). Intelligent agents in a teaching and learning environment on the Web. Proceedings of the 2nd IEEE international conference on advanced learning technologies (ICALT2002), pp. 9–12.
Zurück zum Zitat Popescu, E. (2010). Adaptation provisioning with respect to learning styles in a web-based educational system: An experimental study. Journal of Computer Assisted learning, 26, 243–257.CrossRef Popescu, E. (2010). Adaptation provisioning with respect to learning styles in a web-based educational system: An experimental study. Journal of Computer Assisted learning, 26, 243–257.CrossRef
Zurück zum Zitat Ross, P. & Come, D. (1994). Applications of genetic algorithms. AISB Quarterly 89, Ed. T.C. Fogarty, pp. 23–30. Ross, P. & Come, D. (1994). Applications of genetic algorithms. AISB Quarterly 89, Ed. T.C. Fogarty, pp. 23–30.
Zurück zum Zitat Schiaffino, S., Garcia, P., & Amandi, A. (2008). ETeacher: Providing personalized assistance to e-learning students. Computers & Education, 51(4), 1744–1754.CrossRef Schiaffino, S., Garcia, P., & Amandi, A. (2008). ETeacher: Providing personalized assistance to e-learning students. Computers & Education, 51(4), 1744–1754.CrossRef
Zurück zum Zitat Sessink, O., Beeftink, R., Tramper, J., & Hartog, R. (2003). Author-Defined storage in the next generation Learning Management Systems. Proceedings of the 3rd IEEE international conference on advanced learning technologies (ICALT’03), pp. 57–61. Sessink, O., Beeftink, R., Tramper, J., & Hartog, R. (2003). Author-Defined storage in the next generation Learning Management Systems. Proceedings of the 3rd IEEE international conference on advanced learning technologies (ICALT’03), pp. 57–61.
Zurück zum Zitat Trantafillou, E., Poportsis, A., & Demetriadis, S. (2003). The design and the formative evaluation of an adaptive educational system based on cognitive. Computer and Education, 41(1), 87–103.CrossRef Trantafillou, E., Poportsis, A., & Demetriadis, S. (2003). The design and the formative evaluation of an adaptive educational system based on cognitive. Computer and Education, 41(1), 87–103.CrossRef
Zurück zum Zitat Tseng, J. C. R., Chu, H. C., Hwang, G. J., & Tsai, C. C. (2008). Development of an adaptive learning system with two sources of personalization information. Computers & Education, 51, 776–786.CrossRef Tseng, J. C. R., Chu, H. C., Hwang, G. J., & Tsai, C. C. (2008). Development of an adaptive learning system with two sources of personalization information. Computers & Education, 51, 776–786.CrossRef
Zurück zum Zitat Xenos, M. (2004). Prediction and assessment of student behaviour in open and distance education in computers using Bayesian networks. Computers & Education, 43(4), 345–359.CrossRef Xenos, M. (2004). Prediction and assessment of student behaviour in open and distance education in computers using Bayesian networks. Computers & Education, 43(4), 345–359.CrossRef
Zurück zum Zitat Yu, E., & Sung, K.-S. (2002). A genetic algorithm for a university weekly courses timetabling problem. International Transactions in Operational Research, 9(6), 703–717.CrossRef Yu, E., & Sung, K.-S. (2002). A genetic algorithm for a university weekly courses timetabling problem. International Transactions in Operational Research, 9(6), 703–717.CrossRef
Metadaten
Titel
Smart e-course recommender based on learning styles
verfasst von
Moushir M. El-Bishouty
Ting-Wen Chang
Sabine Graf
Kinshuk
Nian-Shing Chen
Publikationsdatum
01.03.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Computers in Education / Ausgabe 1/2014
Print ISSN: 2197-9987
Elektronische ISSN: 2197-9995
DOI
https://doi.org/10.1007/s40692-014-0003-0

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