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
来源：
INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING | 2018年 / 13卷 / 10期
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
  • [21] Image prediction model of electric vehicle based on neural network
    Cheng Y.
    Xu X.
    Chen G.
    Sun L.
    Wu J.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2021, 27 (04): : 1135 - 1145
  • [22] Prediction Model Based on an Artificial Neural Network for Rock Porosity
    Hany Gamal
    Salaheldin Elkatatny
    Arabian Journal for Science and Engineering, 2022, 47 : 11211 - 11221
  • [23] The Coal Demand Prediction Based on the Grey Neural Network Model
    Wu, Wanjing
    Wang, Xifu
    LISS 2014, 2015, : 1337 - 1343
  • [24] OPTIMAL MODEL OF ROCKBURST PREDICTION BASED ON THE FUZZY NEURAL NETWORK
    Li, Kai-Qing
    He, Fu-Lian
    Xie, Sheng-Rong
    Zhang, Shou-Bao
    Han, Hong-Qiang
    He, Yong-Jun
    CONTROLLING SEISMIC HAZARD AND SUSTAINABLE DEVELOPMENT OF DEEP MINES: 7TH INTERNATIONAL SYMPOSIUM ON ROCKBURST AND SEISMICITY IN MINES (RASIM7), VOL 1 AND 2, 2009, : 1161 - 1166
  • [25] The Prediction of Character Based on Recurrent Neural Network Language Model
    Shi, Zejian
    Shi, Minyong
    Li, Chunfang
    2017 16TH IEEE/ACIS INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE (ICIS 2017), 2017, : 613 - 616
  • [26] A Model of Traffic Accident Prediction Based on Convolutional Neural Network
    Lu Wenqi
    Luo Dongyu
    Yan Menghua
    2017 2ND IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION ENGINEERING (ICITE), 2017, : 198 - 202
  • [27] Prediction Model Based on an Artificial Neural Network for Rock Porosity
    Gamal, Hany
    Elkatatny, Salaheldin
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2022, 47 (09) : 11211 - 11221
  • [28] Research on index prediction model based on SVR and neural network
    Zhang, Yizhi
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2020, 127 : 214 - 214
  • [29] Failure prediction based on combined model of grey neural network
    Huang K.
    Su C.
    Su, Chun (suchun@seu.edu.cn), 1600, Chinese Institute of Electronics (42): : 238 - 244
  • [30] Slab Temperature Prediction Model Based on RBF Neural Network
    Research Center of Automation, Northeastern University, Shenyang 110006, China
    Xitong Fangzhen Xuebao, 3 (181-184+193):
12345