Score Prediction Model of MOOCs Learners Based on Neural Network

被引:7
|
作者
Zhang, Yuan [1 ]
Jiang, Wenbo [2 ]
机构
[1] Qinhuangdao Inst Technol, Qinhuangdao, Peoples R China
[2] Hebei Univ Environm Engn, Qinhuangdao, Peoples R China
关键词
massive open online course; score prediction model; data mining; clustering algorithm; neural network;
D O I
10.3991/ijet.v13i10.9461
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Through analyzing the behavior data of MOOCs learners, a MOOCs learner's score prediction model is constructed based on clustering algorithm and neural network in this paper. By using this model, we can find out the neglected information and hidden learning rules in the MOOCs learning process. The model can provide personalized guidance for each user and improve learning efficiency. The model can provide personalized service to help learners form personalized learning strategies, and it also can alert learners with low grades and risk of dropping out.
引用
收藏
页码:171 / 182
页数:12
相关论文
共 50 条
  • [1] Score Prediction Model Based on Neural Network
    Lan Yijun Chen
    Cong Guo
    Optical Memory and Neural Networks, 2020, 29 : 37 - 43
  • [2] Score Prediction Model Based on Neural Network
    Chen, Yijun
    Guo, Lan
    Zhang, Cong
    OPTICAL MEMORY AND NEURAL NETWORKS, 2020, 29 (01) : 37 - 43
  • [3] Cognition Prediction Model for MOOCs Learners Based on ANN
    Lokare, Varsha T.
    Netak, Laxman D.
    Jadhav, N. S.
    INTELLIGENT HUMAN COMPUTER INTERACTION, IHCI 2021, 2022, 13184 : 173 - 183
  • [4] Motivation Classification and Grade Prediction for MOOCs Learners
    Xu, Bin
    Yang, Dan
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2016, 2016
  • [5] Neural network model based fault prediction
    Cheng, H.T.
    Huang, W.H.
    Jiang, X.W.
    Wang, R.X.
    Harbin Gongye Daxue Xuebao/Journal of Harbin Institute of Technology, 2001, 33 (02): : 162 - 164
  • [6] Ensemble Deep Learning Network Model for Dropout Prediction in MOOCs
    Kumar, Gaurav
    Singh, Amar
    Sharma, Ashok
    INTERNATIONAL JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING SYSTEMS, 2023, 14 (02) : 187 - 196
  • [7] A neural network based model for urban noise prediction
    Genaro, N.
    Torija, A.
    Ramos-Ridao, A.
    Requena, I.
    Ruiz, D. P.
    Zamorano, M.
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2010, 128 (04): : 1738 - 1746
  • [8] Breakthrough Pressure Prediction Based on Neural Network Model
    Hao, Shuren
    Cao, Jixiang
    Zhang, Hua
    Liu, Yulian
    Liang, Haian
    Li, Mingdong
    GEOFLUIDS, 2021, 2021
  • [9] Folding rate prediction based on neural network model
    Zhang, LX
    Li, J
    Jiang, ZT
    Xia, A
    POLYMER, 2003, 44 (05) : 1751 - 1756
  • [10] Leakage Prediction Model Based on RBF Neural Network
    Wang Lijuan
    Zhang Hongwei
    Niu Zhiguang
    SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING: THEORY AND PRACTICE, VOL 1, 2012, 114 : 451 - 458