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Improve Learner-based Recommender System with Learner’s Mood in Online Learning Platform

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  • معلومة اضافية
    • Contributors:
      Heuristique et Diagnostic des Systèmes Complexes Compiègne (Heudiasyc); Université de Technologie de Compiègne (UTC)-Centre National de la Recherche Scientifique (CNRS); Laboratoire d'analyse et modélisation de systèmes pour l'aide à la décision (LAMSADE); Université Paris Dauphine-PSL; Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Centre National de la Recherche Scientifique (CNRS)
    • بيانات النشر:
      HAL CCSD
      IEEE
    • الموضوع:
      2021
    • Collection:
      Université de Technologie de Compiègne: HAL
    • الموضوع:
    • نبذة مختصرة :
      International audience ; Learning with huge amount of online educational resources is challenging, especially when variety resources come from different online systems. Recommender systems are used to help learners obtain appropriate resources efficiently in online learning. To improve the performance of recommender system, more and more learner’s attributes (e.g. learning style, learning ability, knowledge level, etc.) have been considered. We are committed to proposing a learner-based recommender system, not just consider learner’s physical features, but also learner’s mood while learning. This recommender system can make recommendations according to the links between learners, and can change the recommendation strategy as learner’s mood changes, which will have a certain improvement in recommendation accuracy and makes recommended results more reasonable and interpretable.
    • Relation:
      hal-03529869; https://hal.science/hal-03529869; https://hal.science/hal-03529869/document; https://hal.science/hal-03529869/file/Improve%20Learner-Based%20Recommender%20System%20with%20Learner%E2%80%99s%20Mood%20in%20Online%20Learning%20Platform.pdf
    • الرقم المعرف:
      10.1109/ICMLA52953.2021.00271
    • الدخول الالكتروني :
      https://hal.science/hal-03529869
      https://hal.science/hal-03529869/document
      https://hal.science/hal-03529869/file/Improve%20Learner-Based%20Recommender%20System%20with%20Learner%E2%80%99s%20Mood%20in%20Online%20Learning%20Platform.pdf
      https://doi.org/10.1109/ICMLA52953.2021.00271
    • Rights:
      info:eu-repo/semantics/OpenAccess
    • الرقم المعرف:
      edsbas.2F8CACF6