Application of Big Data in Higher Education for Learning Analytics

被引:0
|
作者
Pei, Zhi-jun [1 ]
Han, Lei [1 ]
Gu, Jin-qing [1 ]
机构
[1] Tianjin Univ Technol & Educ, Sch Elect Engn, Tianjin, Peoples R China
关键词
big data; higher education; learning analytics; teaching; learning process;
D O I
暂无
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Institutions of higher education are facing contemporary challenges. And big data can be used for the higher education practice. Apart from the introduction of the relevance of big data to higher education, analytical approaches such as learning analytics is provided for the analysis and exploitation of big data in higher education. It is helpful for big data to provide insights to support student learning needs. And the potential of learning analytics for quality improvement in learning process is also discussed in detail.
引用
收藏
页码:100 / 104
页数:5
相关论文
共 50 条
  • [31] Big Data Analytics in Saudi Arabian Higher Education: Technological and Human Perspectives
    Aseeri, Maher
    Kang, Kyeong
    EDUCATION EXCELLENCE AND INNOVATION MANAGEMENT: A 2025 VISION TO SUSTAIN ECONOMIC DEVELOPMENT DURING GLOBAL CHALLENGES, 2020, : 9113 - 9118
  • [32] Addressing the complexity of online education: A learning analytics and big data perspective
    Conde, Miguel Ángel
    López-Pernas, Sonsoles
    Saqr, Mohammed
    Milić, Miroslava Raspopović
    CEUR Workshop Proceedings, 2022, 3454 : 1 - 3
  • [33] Machine learning for big data analytics
    Oja, E. (erkki.oja@aalto.fi), 1600, Springer Verlag (384):
  • [34] Deep Learning for Big Data Analytics
    Bathla, Gourav
    Aggarwal, Himanshu
    Rani, Rinkle
    ADVANCES IN COMPUTING AND INTELLIGENT SYSTEMS, ICACM 2019, 2020, : 391 - 399
  • [35] Application of Learning Analytics in Higher Education Institutions: A Systematic Literature Review
    Salas Martinez, Angel
    Ramirez Martinell, Alberto
    2023 11TH INTERNATIONAL CONFERENCE IN SOFTWARE ENGINEERING RESEARCH AND INNOVATION, CONISOFT 2023, 2023, : 116 - 123
  • [36] Unfolding Learning Analytics for Big Data
    Seanosky, Jeremie
    Boulanger, David
    Kumar, Vivekanandan
    Kinshuk
    EMERGING ISSUES IN SMART LEARNING, 2015, : 377 - 384
  • [37] DIGITAL LEARNING ANALYTICS IN HIGHER EDUCATION
    Sousa, M. J.
    Rocha, A.
    EDULEARN18: 10TH INTERNATIONAL CONFERENCE ON EDUCATION AND NEW LEARNING TECHNOLOGIES, 2018, : 787 - 793
  • [38] Problems in Big Data Analytics in Learning
    Madhavan, Krishna
    Richey, Michael C.
    JOURNAL OF ENGINEERING EDUCATION, 2016, 105 (01) : 6 - 14
  • [39] Application of Analytics to Big Data in Healthcare
    Krishnan, Shankar
    2016 32ND SOUTHERN BIOMEDICAL ENGINEERING CONFERENCE (SBEC), 2016, : 156 - 157
  • [40] State of Art of Data Mining and Learning Analytics Tools in Higher Education
    Salihoun, Mohammed
    INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING, 2020, 15 (21): : 58 - 76