Abstract
Learners learn differently because they are different – and they grow more distinctive as they mature. Personalized learning occurs when e-learning systems make deliberate efforts to design educational experiences that fit the needs, goals, talents, and interests of their learners. Researchers had recently begun to investigate various techniques to help teachers improve e-learning systems. In this paper we present our design and implementation of an adaptive and intelligent web-based programming tutoring system – Protus, which applies recommendation and adaptive hypermedia techniques. This system aims at automatically guiding the learner's activities and recommend relevant links and actions to him/her during the learning process. Experiments on real data sets show the suitability of using both recommendation and hypermedia techniques in order to suggest online learning activities to learners based on their preferences, knowledge and the opinions of the users with similar characteristics.
Keywords
MSC
68T05, 68N15, 68N19
Cite this article
@article{cai-110113,
author = {Boban Vesin and Aleksandra Klašnja-Milicević and Mirjana Ivanović and Zoran Budimac},
title = {Applying Recommender Systems and Adaptive Hypermedia for e-Learning Personalization},
journal = {Computing and Informatics},
volume = {32},
number = {3},
pages = {629--659},
year = {2013},
issn = {1335-9150},
url = {https://cai.type.sk/content/2013/3/applying-recommender-systems-and-adaptive-hypermedia-for-e-learning-personalization/}
}
TY - JOUR AU - Boban Vesin AU - Aleksandra Klašnja-Milicević AU - Mirjana Ivanović AU - Zoran Budimac TI - Applying Recommender Systems and Adaptive Hypermedia for e-Learning Personalization JO - Computing and Informatics VL - 32 IS - 3 SP - 629 EP - 659 PY - 2013 SN - 1335-9150 UR - https://cai.type.sk/content/2013/3/applying-recommender-systems-and-adaptive-hypermedia-for-e-learning-personalization/ KW - e-learning KW - recommendation KW - personalization KW - adaptive hypermedia KW - ontology KW - semantic web KW - tutoring system ER -
Vesin, B., Klašnja-Milicević, A., Ivanović, M., & Budimac, Z. (2013). Applying Recommender Systems and Adaptive Hypermedia for e-Learning Personalization. Computing and Informatics, 32(3), 629–659. https://cai.type.sk/content/2013/3/applying-recommender-systems-and-adaptive-hypermedia-for-e-learning-personalization/