A novel adaptive e-learning model based on Big Data by using competence-based knowledge and social learner activities
•A novel adaptive e-learning model in Big Data environment is proposed to improve the quality of learning process.•An efficient learner e-assessment method is provided to determine learners’ prerequisites toward the educational resource objectives.•We propose MapReduce-based GA to retrieve the FEO b...
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| Vydáno v: | Applied soft computing Ročník 69; s. 14 - 32 |
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| Hlavní autoři: | , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Elsevier B.V
01.08.2018
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| Témata: | |
| ISSN: | 1568-4946, 1872-9681 |
| On-line přístup: | Získat plný text |
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| Abstract | •A novel adaptive e-learning model in Big Data environment is proposed to improve the quality of learning process.•An efficient learner e-assessment method is provided to determine learners’ prerequisites toward the educational resource objectives.•We propose MapReduce-based GA to retrieve the FEO based on the learner prerequisites the educational resource objectives.•By simulating ant behaviors on the FEO, an adaptive PLP contains the adequate learning content is constructed using the proposed MapReduce-based ACO.•We present how Big Data and SNA transform e-learning paradigm. The proposed MapReduce-based SNA determines social indicators of learner that provide an appropriate learning rhythm.
The e-learning paradigm is becoming one of the most important educational methods, which is a decisive factor for learning and for making learning relevant. However, most existing e-learning platforms offer traditional e-learning system in order that learners access the same evaluation and learning content. In response, Big Data technology in the proposed adaptive e-learning model allowed to consider new approaches and new learning strategies. In this paper, we propose an adaptive e-learning model for providing the most suitable learning content for each learner. This model based on two levels of adaptive e-learning. The first level involves two steps: (1) determining the relevant future educational objectives through the adequate learner e-assessment method using MapReduce-based Genetic Algorithm, (2) generating adaptive learning path for each learner using the MapReduce-based Ant Colony Optimization algorithm. In the second level, we propose MapReduce-based Social Networks Analysis for determining the learner motivation and social productivity in order to assign a specific learning rhythm to each learner. Finally, the experimental results show that the presented algorithms implemented on Big Data environment converge much better than those implementations with traditional concurrent works. Also, this work provides main benefit because it describes how Big Data technology transforms e-learning paradigm. |
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| AbstractList | •A novel adaptive e-learning model in Big Data environment is proposed to improve the quality of learning process.•An efficient learner e-assessment method is provided to determine learners’ prerequisites toward the educational resource objectives.•We propose MapReduce-based GA to retrieve the FEO based on the learner prerequisites the educational resource objectives.•By simulating ant behaviors on the FEO, an adaptive PLP contains the adequate learning content is constructed using the proposed MapReduce-based ACO.•We present how Big Data and SNA transform e-learning paradigm. The proposed MapReduce-based SNA determines social indicators of learner that provide an appropriate learning rhythm.
The e-learning paradigm is becoming one of the most important educational methods, which is a decisive factor for learning and for making learning relevant. However, most existing e-learning platforms offer traditional e-learning system in order that learners access the same evaluation and learning content. In response, Big Data technology in the proposed adaptive e-learning model allowed to consider new approaches and new learning strategies. In this paper, we propose an adaptive e-learning model for providing the most suitable learning content for each learner. This model based on two levels of adaptive e-learning. The first level involves two steps: (1) determining the relevant future educational objectives through the adequate learner e-assessment method using MapReduce-based Genetic Algorithm, (2) generating adaptive learning path for each learner using the MapReduce-based Ant Colony Optimization algorithm. In the second level, we propose MapReduce-based Social Networks Analysis for determining the learner motivation and social productivity in order to assign a specific learning rhythm to each learner. Finally, the experimental results show that the presented algorithms implemented on Big Data environment converge much better than those implementations with traditional concurrent works. Also, this work provides main benefit because it describes how Big Data technology transforms e-learning paradigm. |
| Author | Birjali, Marouane Beni-Hssane, Abderrahim Erritali, Mohammed |
| Author_xml | – sequence: 1 givenname: Marouane surname: Birjali fullname: Birjali, Marouane email: birjali.m@ucd.ac.ma organization: LAROSERI Laboratory, Department of Computer Sciences, University of Chouaib Doukkali, Faculty of Sciences, El Jadida, Morocco – sequence: 2 givenname: Abderrahim surname: Beni-Hssane fullname: Beni-Hssane, Abderrahim email: beni-hssane.a@ucd.ac.ma organization: LAROSERI Laboratory, Department of Computer Sciences, University of Chouaib Doukkali, Faculty of Sciences, El Jadida, Morocco – sequence: 3 givenname: Mohammed surname: Erritali fullname: Erritali, Mohammed email: m.erritali@usms.ma organization: TIAD Laboratory, Department of Computer Sciences, University of Sultan Moulay Slimane, Faculty of Sciences and Technologies, Béni Mellal, Morocco |
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| Keywords | Learning content Personalized learning path Genetic algorithm Social networks analysis Adaptive e-learning Ant colony optimization algorithms Big data Motivation and productivity MapReduce |
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