Big Data in E-learning: Literature Review and Challenges

被引:0
|
作者
Amane, Meryem [1 ]
Aissaoui, Karima [1 ]
Berrada, Mohammed [1 ]
机构
[1] Sidi Mohammed Ben Abdellah Univ, Artificial Intelligence Data Sci & Emergent Syst, Fes, Morocco
关键词
Big data; E-learning; Higher education; LMS; ANALYTICS; KNOWLEDGE;
D O I
10.1007/978-3-030-90633-7_9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nowadays, learning management systems (LMS) in the education sector are broadly utilized and became a new trend, they generate a large volume of educational data captured from the students' activities while online learning process. As a result, sophisticated data analysis techniques are required to manage and analyze the vast amount of datasets to improve the online learning experiences of learners. Big Data provides an opportunity for efficient processing of big learning data to add value to the e-learning platforms. This paper explores the characteristics of big data that are relevant to educational institutions and discusses the reasons for the adoption of big data in online learning. It proposes also an approach for integrating big data in online learning systems; our objective is to describe the full process for analyzing e-learning data using advanced big data technologies to improve the quality of e-learning systems.
引用
收藏
页码:89 / 102
页数:14
相关论文
共 50 条
  • [21] Educational Data Mining and Big Data Framework for e-Learning Environment
    Udupi, Prakash Kumar
    Sharma, Nisha
    Jha, S. K.
    [J]. 2016 5TH INTERNATIONAL CONFERENCE ON RELIABILITY, INFOCOM TECHNOLOGIES AND OPTIMIZATION (TRENDS AND FUTURE DIRECTIONS) (ICRITO), 2016, : 258 - 261
  • [22] Challenges of Implementing e-Learning in Developing Countries: A Review
    Aung, Than Nwe
    Khaing, Soe Soe
    [J]. GENETIC AND EVOLUTIONARY COMPUTING, VOL II, 2016, 388 : 405 - 411
  • [23] E-learning and Adaptive E-learning Review
    Hammad, Jehad
    Hariadi, Mochamad
    Purnomo, Mauridhi Hery
    Jabari, Nidal
    Kurniawan, Fachrul
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2018, 18 (02): : 48 - 55
  • [24] Blockchain Solutions for Big Data Challenges A Literature Review
    Karafiloski, Elena
    Mishev, Anastas
    [J]. 17TH IEEE INTERNATIONAL CONFERENCE ON SMART TECHNOLOGIES - IEEE EUROCON 2017 CONFERENCE PROCEEDINGS, 2017, : 763 - 768
  • [25] Few-shot learning in the era of Big Data: a literature review on perspectives and challenges
    Alves, Joao Carlos P.
    Ferreira, Eric B.
    Carvalho, Iago A.
    [J]. SIGMAE, 2023, 12 (03): : 108 - 124
  • [26] BIG DATA AND THE IMPACT ON E-LEARNING PLATFORM: A CASE STUDY
    Molinari, Andrea
    Bouquet, Paolo
    [J]. EDULEARN16: 8TH INTERNATIONAL CONFERENCE ON EDUCATION AND NEW LEARNING TECHNOLOGIES, 2016, : 5232 - 5240
  • [27] Research on Analysis Model of E-learning in Environment of Big Data
    Wan, Fucheng
    Cao, Yaru
    [J]. PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON HUMANITIES SCIENCE AND SOCIETY DEVELOPMENT (ICHSSD 2017), 2017, 155 : 245 - 249
  • [28] Personalized E-learning Model: A Systematic Literature Review
    Jando, Emanuel
    Meyliana
    Hidayanto, Achmad Nizar
    Prabowo, Harjanto
    Warnars, Harco Leslie Hendric Spits
    Sasmoko
    [J]. PROCEEDINGS OF 2017 INTERNATIONAL CONFERENCE ON INFORMATION MANAGEMENT AND TECHNOLOGY (ICIMTECH), 2017, : 238 - 243
  • [29] E-learning Accessibility for Saudi Women A Literature Review
    Al Alhareth, Y. S.
    [J]. INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING, 2014, 9 (04): : 65 - 67
  • [30] E-learning in Entrepreneurship Education: A Systematic Literature Review
    Lin, Jingjing
    Sekiguchi, Tomoki
    [J]. PROCEEDINGS OF 2020 IEEE INTERNATIONAL CONFERENCE ON TEACHING, ASSESSMENT, AND LEARNING FOR ENGINEERING (IEEE TALE 2020), 2020, : 83 - 90