Emerging Trends in Applications of Big Data in Educational Data Mining and Learning Analytics

被引:0
|
作者
Roy, Sagardeep [1 ]
Singh, Shailendra Narayan [1 ]
机构
[1] Amity Univ, Dept Comp Sci & Engn, Noida, Uttar Pradesh, India
关键词
Educational Data Mining; Learning Analytics; Big Data; Prediction;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the last couple of years, the use of various applications of Educational Data Mining and Learning Analytics has increased. Now a days, students have started using Internet to study. Due to the easy availability of online courses, student online activities have considerably increased which in turn has generated huge amount of data. These data gets wasted as conventional learning methods are not equipped for preparing it. Now, due to this, the Big Data technology has entered in the education field, to mine those huge chunks of datasets. This paper discusses the latest tools and technologies of Big Data in the field of Learning Analytics and Educational Data Mining.
引用
收藏
页码:193 / 198
页数:6
相关论文
共 50 条
  • [1] Data Mining and Machine Learning Applications for Educational Big Data in the University
    Abe, Keisuke
    [J]. IEEE 17TH INT CONF ON DEPENDABLE, AUTONOM AND SECURE COMP / IEEE 17TH INT CONF ON PERVAS INTELLIGENCE AND COMP / IEEE 5TH INT CONF ON CLOUD AND BIG DATA COMP / IEEE 4TH CYBER SCIENCE AND TECHNOLOGY CONGRESS (DASC/PICOM/CBDCOM/CYBERSCITECH), 2019, : 350 - 355
  • [2] Educational Data Mining and Learning Analytics: Applications to Constructionist Research
    Berland, Matthew
    Baker, Ryan S.
    Blikstein, Paulo
    [J]. TECHNOLOGY KNOWLEDGE AND LEARNING, 2014, 19 (1-2) : 205 - 220
  • [3] Enhancement of teaching and learning: applications in learning analytics and educational data mining
    Du, Xu
    Hung, Jui-Long
    Tu, Chih-Hsiung
    [J]. INFORMATION DISCOVERY AND DELIVERY, 2019, 47 (02) : 65 - 66
  • [4] Applications of educational data mining and learning analytics on data from cybersecurity training
    Valdemar Švábenský
    Jan Vykopal
    Pavel Čeleda
    Lydia Kraus
    [J]. Education and Information Technologies, 2022, 27 : 12179 - 12212
  • [5] Applications of educational data mining and learning analytics on data from cybersecurity training
    Svabensky, Valdemar
    Vykopal, Jan
    Celeda, Pavel
    Kraus, Lydia
    [J]. EDUCATION AND INFORMATION TECHNOLOGIES, 2022, 27 (09) : 12179 - 12212
  • [6] Research on educational applications based on diagnostic learning analytics in the context of big data analytics
    Zhang, Naimin
    Zhang, Linlin
    [J]. Applied Mathematics and Nonlinear Sciences, 2024, 9 (01)
  • [7] Emerging Trends in Big Data Analytics-A Study
    Devi, G. Naga Rama
    [J]. ICCCE 2018, 2019, 500 : 563 - 570
  • [8] Learning Analytics or Educational Data Mining? This is the Question ...
    Marcu, Daniela
    Danubianu, Mirela
    [J]. BRAIN-BROAD RESEARCH IN ARTIFICIAL INTELLIGENCE AND NEUROSCIENCE, 2019, 10 : 1 - 14
  • [9] EDUCATIONAL DATA MINING: APPLICATIONS AND TRENDS
    Ozturk, Aylin
    [J]. TURKISH ONLINE JOURNAL OF DISTANCE EDUCATION, 2016, 17 (02): : 125 - 128
  • [10] Emerging trends in big data analytics and natural disasters
    Martinez-Alvarez, Francisco
    Scitovski, Rudolf
    Rubio-Escudero, Cristina
    Morales-Esteban, Antonio
    [J]. COMPUTERS & GEOSCIENCES, 2024, 182