Application of Bayesian Network Learning Methods in E-learning

被引:0
|
作者
Yang, Qing [1 ,2 ]
Zhang, Lianfa [2 ]
Huang, Zhufeng [2 ]
Wang, Xueping [2 ]
机构
[1] Cent China Normal Univ, Ctr Language & Language Educ, Wuhan 430079, Hubei, Peoples R China
[2] Cent China Normal Univ, Dept Comp Sci, Wuhan 430079, Hubei, Peoples R China
关键词
Bayesian Network; Learning Methods; self-learning; e-learning; DAG;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
E-learning is becoming one of the most important educational means. As more and more organizations and institutions are moving towards the e-learning strategy, self-learning model becomes a big challenge. Background knowledge and learning objectives of various groups of students on the network are very different. Self-learning system, which uses different learning programs for different students, can enhance the efficiency of learning process. In a self-learning system, the algorithm dealing with uncertainty factors of Self-learning model is very important. Bayesian network artifice is a very effective one within various methods dealing with uncertainty. In this paper, we applied Bayesian network method to self-learning model; designed Bayesian network structure in a self-learning model; assigned the local probability distribution and discussed the way to acquire and propagate related evidences. The practice has proven Bayesian network approach for self-learning model is a very effective method.
引用
收藏
页码:661 / +
页数:2
相关论文
共 50 条
  • [1] APPLICATION METHODS E-LEARNING AT EDUCATION GIS
    Gasidlova, Libusa
    Stulrajter, Jozef
    DISTANCE LEARNING, SIMULATION AND COMMUNICATION 2009, PROCEEDINGS, 2009, : 38 - 44
  • [2] Bayesian agent in e-learning
    Ueno, Maomi
    Okamoto, Toshio
    7TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES, PROCEEDINGS, 2007, : 282 - +
  • [3] E-LEARNING: THE APPLICATION OF E-LEARNING IN THE CONTEXT OF LIFE LONG LEARNING IN GREECE
    Petropoulou, Katerina N.
    Batis, John M.
    MARKETING AND MANAGEMENT SCIENCES, 2008, : 427 - +
  • [4] Learning Analytics for Diagnosing Cognitive Load in E-Learning Using Bayesian Network Analysis
    Choi, Younyoung
    Kim, Jigeun
    SUSTAINABILITY, 2021, 13 (18)
  • [5] Application of Big Data Methods in E-Learning Systems
    Sharonovaa, Natalia
    Kyrychenko, Iryna
    Tereshchenko, Glib
    COLINS 2021: COMPUTATIONAL LINGUISTICS AND INTELLIGENT SYSTEMS, VOL I, 2021, 2870
  • [6] Ontology for E-Learning: A Bayesian Approach
    Colace, Francesco
    De Santo, Massimo
    IEEE TRANSACTIONS ON EDUCATION, 2010, 53 (02) : 223 - 233
  • [7] E-learning grid - An online learning network
    Choo, F. H.
    Gay, K. L.
    Hosseini, H. Mir Mohammad
    Teo, C. B.
    LECTURE NOTES IN SIGNAL SCIENCE, INTERNET AND EDUCATION (SSIP'07/MIV'07/DIWEB'07), 2007, : 310 - +
  • [8] Applied Bayesian Network to construct the adaptive Personalized E-Learning Platform
    Ching-bang Yao
    2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 5, 2010, : 857 - 861
  • [9] THE ONCOLOGICAL NETWORK AND E-LEARNING
    Belfiore, G.
    Mennilli, G.
    ANNALS OF ONCOLOGY, 2004, 15 : 57 - 57
  • [10] Automatic detection of learning styles based on dynamic Bayesian network in adaptive e-learning system
    Mahnane, Lamia
    Hafidi, Mohamed
    INTERNATIONAL JOURNAL OF INNOVATION AND LEARNING, 2016, 20 (03) : 289 - 308