Predictive Analytics for E Learning System

被引:0
|
作者
Vyas, Madhav S. [1 ]
Gulwani, Reshma [1 ]
机构
[1] Ramrao Adik Inst Technol, Dept Informat Technol, Nerul, Navi Mumbai, India
关键词
E-Learning; Educational Data Mining; Predictive Analytics; Decision Tree; Big Data;
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
E Learning courses are much in demand in recent times. The need to study student's performance and predicting their performance is increasing along with it. With the growing popularity of educational technology, various data mining algorithms suitable for predicting student performance have been reviewed. The best algorithm depends on the nature of prediction the faculty wants to make. As the amount of student data is increasing the need to address the complexities of data relation and their processing is a challenge to find the student at risk of failing. This paper covers the Decision Tree Approach for Predictive Analytics of student's performance and its Big Data Implication.
引用
收藏
页码:44 / 47
页数:4
相关论文
共 50 条
  • [1] Predictive Analytics for Sustainable E-Learning: Tracking Student Behaviors
    Mudawi, Naif Al
    Pervaiz, Mahwish
    Alabduallah, Bayan Ibrahimm
    Alazeb, Abdulwahab
    Alshahrani, Abdullah
    Alotaibi, Saud S.
    Jalal, Ahmad
    [J]. SUSTAINABILITY, 2023, 15 (20)
  • [2] Predictive Analytics for Learning and Usage of the Plant Sciences E-Library
    Nugent, Gwen
    Lester, Houston
    Guru, Ashu
    Kohmetscher, Amy
    Namuth-Covert, Deana
    Jolly, Sushma
    [J]. 2017 COMPUTING CONFERENCE, 2017, : 1165 - 1168
  • [3] Design of a Machine Learning Based Predictive Analytics System for Spam Problem
    Yuksel, A. S.
    Cankaya, S. F.
    Uncu, I. S.
    [J]. ACTA PHYSICA POLONICA A, 2017, 132 (03) : 500 - 504
  • [4] Deep Learning in Predictive Analytics: A Survey
    Kumar, Vaibhav
    Garg, M. L.
    [J]. 2017 INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN COMPUTING AND COMMUNICATION TECHNOLOGIES (ICETCCT), 2017, : 191 - 196
  • [5] A Survey on Predictive Models of Learning Analytics
    Ranjeeth, S.
    Latchoumi, T. P.
    Paul, P. Victer
    [J]. INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA SCIENCE, 2020, 167 : 37 - 46
  • [6] e-LION: Data integration semantic model to enhance predictive analytics in e-Learning
    Paneque, Manuel
    del Mar Roldan-Garcia, Maria
    Garcia-Nieto, Jose
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2023, 213
  • [7] Predictive Analytics for Inventory Management in E-commerce Using Machine Learning Algorithms
    Manoharan, Geetha
    Sharma, Anupama
    Vani, V. Divya
    Raj, Vijilius Helena
    Jain, Rishabh
    Nijhawan, Ginni
    [J]. 2024 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATION AND APPLIED INFORMATICS, ACCAI 2024, 2024,
  • [8] Constructivism Learning: A Learning Paradigm for Transparent Predictive Analytics
    Li, Xiaoli
    Huan, Jun
    [J]. KDD'17: PROCEEDINGS OF THE 23RD ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2017, : 285 - 294
  • [9] Big Data Analytics for Predictive System Maintenance Using Machine Learning Models
    Ngwa, Pius
    Ngaruye, Innocent
    [J]. ADVANCES IN DATA SCIENCE AND ADAPTIVE ANALYSIS, 2023, 15 (01N02)
  • [10] Learning Analytics for the Development of Adapted E-Assessment Workflow System
    Hlaoui, Yousra Bendaly
    Hajjej, Fahima
    Ben Ayed, Leila Jemni
    [J]. COMPUTER APPLICATIONS IN ENGINEERING EDUCATION, 2016, 24 (06) : 951 - 966