Concepedia

Graph-based Knowledge Tracing

Graph-Based Knowledge Tracing is a knowledge tracing framework that leverages graph structures to model the relational dependencies among knowledge concepts and student interactions, distinguishing itself from other frameworks by explicitly representing educational knowledge as a graph to enhance learning trajectory prediction and personalized modeling.

18

Publications

1.5K

Citations

70

Authors

35

Institutions

Publications per year

2017–2026

18

Parents

Publications

18

Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network

Nakagawa Hiromi, Yusuke Iwasawa, Yutaka Matsuo · IEEE/WIC/ACM International Conference on Web Intelligence · 2019 · 317 citations

, , +15

Bi-CLKT: Bi-Graph Contrastive Learning based Knowledge Tracing

Xiangyu Song, Jianxin Li, Qi Lei et al. · Knowledge-Based Systems · 2022 · 243 citations · Full text

, , +13

JKT: A joint graph convolutional network based Deep Knowledge Tracing

Xiangyu Song, Jianxin Li, Yifu Tang et al. · Information Sciences · 2021 · 207 citations · Full text

, , +10

A survey on deep learning based knowledge tracing

Xiangyu Song, Jianxin Li, Taotao Cai et al. · Knowledge-Based Systems · 2022 · 144 citations · Full text

, , +11

SGKT: Session graph-based knowledge tracing for student performance prediction

Zhengyang Wu, Li Huang, Qionghao Huang et al. · Expert Systems with Applications · 2022 · 91 citations

, , +14

1–5 of 18

Authors

70

  1. XS
    Xiangyu Song

    Deakin University, Australia

    3 publications · 594 citations

    3

    h-index

  2. JL
    Jianxin Li

    Deakin University, Australia

    3 publications · 594 citations

    3

    h-index

  3. QL
    Qi Liu

    University of Science and Technology of China, China

    2 publications · 43 citations

    2

    h-index

  4. WH
    Wenyuan Han

    University of Science and Technology of China, China

    2 publications · 43 citations

    2

    h-index

  5. ST
    Shiwei Tong

    University of Science and Technology of China, China

    2 publications · 43 citations

    2

    h-index

1–5 of 70

Institutions

35

  1. University of Science and Technology of China

    Hefei, China

    3 h-index

    6 publications

    204 citations

  2. Deakin University

    Burwood, Australia

    3 h-index

    8 publications

    1.6K citations

  3. The University of Tokyo

    Tokyo, Japan

    2 h-index

    6 publications

    1K citations

  4. Central China Normal University

    Wuhan, China

    2 h-index

    11 publications

    415 citations

  5. Shandong University of Finance and Economics

    Jinan, China

    2 h-index

    6 publications

    424 citations

  6. Xidian University

    Xi'an, China

    2 h-index

    2 publications

    450 citations

  7. Macquarie University

    Sydney, Australia

    2 h-index

    2 publications

    163 citations

  8. Wuhan Textile University

    Wuhan, China

    1 h-index

    2 publications

    82 citations

1–8 of 35

Venues

  1. Expert Systems with Applications

    4 publications · 192 citations

    4

    h-index

  2. Information Sciences

    2 publications · 258 citations

    2

    h-index

  3. Knowledge-Based Systems

    2 publications · 387 citations

    2

    h-index

  4. ACM Transactions on Information Systems

    1 publications · 81 citations

    1

    h-index

  5. 1

    h-index

1–5