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Redesigning teaching strategies through an information filtering system

Published: 04 March 2021 Publication History

Abstract

Information filtering systems are responsible to eliminate useless or unnecessary information using computer-based techniques before being delivered to users. Recommender systems are active information filtering systems that attempt to present to the user information items in which s/he is interested. In this paper, we present an information filtering system and specifically a recommender system, which is incorporated in an authoring tool of an e-learning platform. The recommender system keeps records of the interaction between the students and the e-learning platform. More specifically, it takes into account the knowledge levels of students and models them using fuzzy weights. Moreover, it considers the educational objectives and models them using the Marzano's New Taxonomy. As such, the instructors receive refined hints and advice in order to redesign their teaching strategies and improve the knowledge acquisition of learners.

References

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C. Troussas, K. Chrysafiadi, M. Virvou. 2019. An intelligent adaptive fuzzy-based inference system for computer-assisted language learning. In Expert Systems with Applications, 127, 2019, 85-96.
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M. Virvou, C. Troussas and E. Alepis. 2012. Machine learning for user modeling in a multilingual learning system. In International Conference on Information Society (i-Society 2012), London, 292-297.
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A. Gordillo, E. Barra and J. Quemada. 2015. Enhancing Web-Based Learning Resources with Existing and Custom Quizzes Through an Authoring Tool. In IEEE Journal of Latin-American Learning Technologies, 10(4), 215-222.
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A. Krouska, C. Troussas and M. Virvou. 2017. Social networks as a learning environment: Developed applications and comparative analysis. In 2017 8th International Conference on Information, Intelligence, Systems & Applications (IISA), Larnaca, 1-6.
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C. Troussas, M. Virvou, J. Caro, and K. Espinosa. 2013. Language Learning Assisted by Group Profiling in Social Networks. In International Journal of Emerging Technologies in Learning (IJET), 8(3), 35-38.
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A. Krouska, C. Troussas, and M. Virvou. 2019. A Literature Review of Social Networking- Based Learning Systems Using a Novel ISO-based Framework. In Intelligent Decision Technologies, 13(1), 23-39
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J.-T. Park, J.-S. Yun, O.-Y. Kwon, I.-Y. Moon, and B.-J. Kim. 2014. Development of a smart-learning platform and content authoring tools that uses a cloud and web. In International Journal of Applied Engineering Research, 9(24), 29869-29882.
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H. Nguyen, E. Wahman, N. Pissinou, S. S. Iyengar and K. Makki. 2015. Mobile learning object authoring tool and management system for mobile ad hoc wireless networks. In International Journal of Communication Systems, 28(17), 2180-2196.
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B. Tabuenca, M. Kalz, S. Ternier and M. Specht. 2016. Mobile authoring of open educational resources for authentic learning scenarios. In Universal Access in the Information Society, 15(3), 329-343.
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Cited By

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  • (2024)Fuzzy Logic for Modeling the Knowledge of Users in PARSAT AR SoftwareSpecial Topics in Artificial Intelligence and Augmented Reality10.1007/978-3-031-52005-1_4(65-91)Online publication date: 31-Jan-2024
  • (2021)XGBoost and Deep Neural Network Comparison: The Case of Teams’ PerformanceIntelligent Tutoring Systems10.1007/978-3-030-80421-3_37(343-349)Online publication date: 7-Jun-2021

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PCI '20: Proceedings of the 24th Pan-Hellenic Conference on Informatics
November 2020
433 pages
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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 04 March 2021

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Author Tags

  1. Authoring tool
  2. Educational objectives
  3. Modeling students’ knowledge
  4. Recommender system

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PCI 2020
PCI 2020: 24th Pan-Hellenic Conference on Informatics
November 20 - 22, 2020
Athens, Greece

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Overall Acceptance Rate 190 of 390 submissions, 49%

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Cited By

View all
  • (2024)Fuzzy Logic for Modeling the Knowledge of Users in PARSAT AR SoftwareSpecial Topics in Artificial Intelligence and Augmented Reality10.1007/978-3-031-52005-1_4(65-91)Online publication date: 31-Jan-2024
  • (2021)XGBoost and Deep Neural Network Comparison: The Case of Teams’ PerformanceIntelligent Tutoring Systems10.1007/978-3-030-80421-3_37(343-349)Online publication date: 7-Jun-2021

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