MoodleREC: A recommendation system for creating courses using the moodle e-learning platform

被引:74
|
作者
De Medio, Carlo [1 ]
Limongelli, Carla [1 ]
Sciarrone, Filippo [1 ]
Temperini, Marco [2 ]
机构
[1] Roma Tre Univ, Engn Dept, Via Vasca Navale 79, I-00143 Rome, Italy
[2] Sapienza Univ, Dept Comp Control & Management Engn, Via Ariosto 25, I-00185 Rome, Italy
关键词
Recommender systems; E-learning; Learning object; Learning object repository; EDUCATION; ONTOLOGY; OBJECTS;
D O I
10.1016/j.chb.2019.106168
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
The field of education has never been indifferent to the new technologies, and eventually to the Internet. Technology-Enhanced Learning, progressively, has grown to be the area for research and practice on the application of information and communication technologies to teaching and learning. In particular for the teaching activity, the numerous standard compliant Learning Object Repositories available via the Internet, and Open Educational Resources repositories, provide formidable support to teachers when they need to develop a course that can also make use of already available learning materials. The search and selection of Learning Objects, however, can be an inherently complex operation involving accessing various repositories, each potentially involving different software tools, and different organization and specification formats for the learning resources. This complexity may hinder the very success of an e-learning course. Cross-repository aggregators, i.e., systems that can roam through different repositories to satisfy the user's/teacher's query, can help to reduce such complexity, although problems of course delivery may remain. This paper proposes a hybrid recommender system, MoodleRec, implemented as a plug-in of the Moodie Learning Management System. MoodleRec can sort through a set of supported standard compliant Learning Object Repositories, and suggest a ranked list of Learning Objects following a simple keyword-based query. The various recommendation strategies operate on two levels. First, a ranked list of Learning Objects is created, ordered by their correspondence to the query, and by their quality, as indicated by the repository of origin. Social generated features are then used to show the teacher how the Learning Objects listed have been exploited in other courses. A real life experimental study is also presented, and the validity of the MoodleRec approach discussed.
引用
收藏
页数:14
相关论文
共 50 条
  • [31] New Functionality for Moodle E-Learning Platform: Files Communication by Chat Window
    Banes, Vasile
    Ravariu, Cristian
    Srinivasulu, Avireni
    APPLIED SCIENCES-BASEL, 2024, 14 (18):
  • [32] A recommendation module to help teachers build courses through the Moodle Learning Management System
    Limongelli, Carla
    Lombardi, Matteo
    Marani, Alessandro
    Sciarrone, Filippo
    Temperini, Marco
    NEW REVIEW OF HYPERMEDIA AND MULTIMEDIA, 2016, 22 (1-2) : 58 - 82
  • [33] Knowledge Graph-Based Recommendation System for Personalized E-Learning
    Baig, Duaa
    Nurbakova, Diana
    MBaye, B.
    Calabretto, Sylvie
    ADJUNCT PROCEEDINGS OF THE 32ND ACM CONFERENCE ON USER MODELING, ADAPTATION AND PERSONALIZATION, UMAP 2024, 2024, : 561 - 566
  • [34] Software-reconfigurable e-learning platform for power electronics courses
    Wang, Shun-Chung
    Liu, Yi-Hwa
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2008, 55 (06) : 2416 - 2424
  • [35] A Personalized Recommendation System in E-Learning Environment based on Semantic Analysis
    Li, Yi
    Wang, Jian
    Mei, Lin
    2012 6TH INTERNATIONAL CONFERENCE ON NEW TRENDS IN INFORMATION SCIENCE, SERVICE SCIENCE AND DATA MINING (ISSDM2012), 2012, : 802 - 807
  • [36] Research on Personalized Recommendation System in E-Learning Based on Semantic Web
    Gu, Yun-Feng
    PROCEEDINGS OF 3RD INTERNATIONAL CONFERENCE ON MULTIMEDIA TECHNOLOGY (ICMT-13), 2013, 84 : 1046 - 1053
  • [37] Recommendation Research in E-Learning
    Wu, Bing
    Xu, WenXia
    Ge, Jun
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE II, PTS 1-6, 2012, 121-126 : 3067 - 3071
  • [38] EXPERIENCES WITH E-LEARNING COURSES
    Mazalkova, Marketa
    EFFICIENCY AND RESPONSIBILITY IN EDUCATION 2008, 2008, : 107 - 112
  • [39] Conversion tool for audio-video file compatibility in Moodle E-learning platform
    Banes, Vasile
    Babarada, Florin
    Ravariu, Cristian
    PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI-2019), 2019,
  • [40] A Platform for e-Learning
    Burdescu, Dumitru Dan
    SMART DIGITAL FUTURES 2014, 2014, 262 : 633 - 640