The Jacobian Matrix-Based Learning Machine in Student

被引:3
|
作者
Hsieh, Yi-Zeng [1 ]
Su, Mu-Chun [2 ]
Jeng, Yu-Lin [3 ]
机构
[1] Natl Taiwan Ocean Univ, Dept Elect Engn, Keelung, Taiwan
[2] Natl Cent Univ, Dept Comp Sci & Informat Engn, Taoyuan, Taiwan
[3] Southern Taiwan Univ Sci & Technol, Dept Informat Management, Tainan, Taiwan
来源
关键词
Machine learning; Student performance; Parameter based methods; Structure based methods;
D O I
10.1007/978-3-319-71084-6_55
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The student learning performance is analyzed that we adopted the proposed Jacobian Matrix-based Learning Machine (JMLM). It is significant for establishing prediction machine learning model for student learning performance and these tool can help teacher to analyze the student data not difficult to analyze. Correct rate of our model is 87% and 86% better than traditional machine learning models.
引用
收藏
页码:469 / 474
页数:6
相关论文
共 50 条
  • [31] Cryptanalysis of a Matrix-based MOR System
    Monico, Chris
    COMMUNICATIONS IN ALGEBRA, 2016, 44 (01) : 218 - 227
  • [32] Jacobian matrix normalization based on variable weighting matrix
    Liu, Zhizhong, 1600, Chinese Mechanical Engineering Society (50):
  • [33] Sparse Matrix-Based HPC Tomography
    Marchesini, Stefano
    Trivedi, Anuradha
    Enfedaque, Pablo
    Perciano, Talita
    Parkinson, Dilworth
    COMPUTATIONAL SCIENCE - ICCS 2020, PT I, 2020, 12137 : 248 - 261
  • [34] Extracellular matrix-based cancer targeting
    Karamanos, Nikos K.
    Piperigkou, Zoi
    Passi, Alberto
    Gotte, Martin
    Rousselle, Patricia
    Vlodavsky, Israel
    TRENDS IN MOLECULAR MEDICINE, 2021, 27 (10) : 1000 - 1013
  • [35] A Matrix-Based Approach to Parity Games
    Aggarwal, Saksham
    de la Banda, Alejandro Stuckey
    Yang, Luke
    Gutierrez, Julian
    TOOLS AND ALGORITHMS FOR THE CONSTRUCTION AND ANALYSIS OF SYSTEMS, PT I, TACAS 2023, 2023, 13993 : 666 - 683
  • [36] A MATRIX-BASED RECURSION RELATION FOR FFn
    Campbell, John m.
    FIBONACCI QUARTERLY, 2022, 60 (03): : 256 - 261
  • [37] Sensitivity coefficients for matrix-based LCA
    Heijungs, Reinout
    INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT, 2010, 15 (05): : 511 - 520
  • [38] Sensitivity coefficients for matrix-based LCA
    Reinout Heijungs
    The International Journal of Life Cycle Assessment, 2010, 15 : 511 - 520
  • [39] Matrix-based project dataset parsers
    Kosztyan, Zsolt T.
    Novak, Gergely L.
    METHODSX, 2024, 13
  • [40] Matrix-based hierarchical fuzzy systems
    Aja-Fernandez, Santiago
    Alberola-Lopez, Carlos
    ICINCO 2006: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS: INTELLIGENT CONTROL SYSTEMS AND OPTIMIZATION, 2006, : 92 - +