Concepedia

Sparse Data Knowledge Tracing

Sparse Data Knowledge Tracing is a knowledge tracing framework designed to model student learning effectively under conditions of limited or sparsely available interaction data by leveraging specialized architectures, regularization techniques, or data augmentation strategies to mitigate the challenges of data insufficiency.

7

Publications

653

Citations

17

Authors

9

Institutions

Publications per year

2017–2026

7

Parents

Publications

7

A Self-Attentive model for Knowledge Tracing

Shalini Pandey, George Karypis · arXiv (Cornell University) · 2019 · 190 citations · Full text

, , +17

Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing

Jill-Jênn Vie, Hisashi Kashima · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 186 citations · Full text

, , +17

Prerequisite-Driven Deep Knowledge Tracing

Penghe Chen, Yu Lu, Vincent W. Zheng et al. · 2018 · 165 citations

, , +13

Knowledge structure enhanced graph representation learning model for attentive knowledge tracing

Wenbin Gan, Yuan Sun, Yi Sun · International Journal of Intelligent Systems · 2021 · 67 citations

, , +17

Contrastive Personalized Exercise Recommendation With Reinforcement Learning

Siyu Wu, Jun Wang, Wei Zhang · IEEE Transactions on Learning Technologies · 2023 · 23 citations

, , +12

1–5 of 7

Authors

17

  1. GK
    George Karypis

    University of Minnesota, United States

    2 publications · 201 citations

    2

    h-index

  2. JV
    Jill-Jênn Vie

    University of Michigan, United States

    2 publications · 201 citations

    2

    h-index

  3. HK
    Hisashi Kashima

    Kyoto University, Japan

    2 publications · 201 citations

    2

    h-index

  4. SP
    Shalini Pandey

    University of Minnesota System, United States

    2 publications · 201 citations

    2

    h-index

  5. CC
    Chaoran Cui

    Shandong University of Finance and Economics, China

    1 publications · 19 citations

    1

    h-index

1–5 of 17

Institutions

9

  1. RIKEN Center for Advanced Intelligence Project

    Tokyo, Japan

    2 h-index

    2 publications

    201 citations

  2. Kyoto University

    Kyoto, Japan

    2 h-index

    2 publications

    201 citations

  3. University of Minnesota System

    Minneapolis, United States

    1 h-index

    2 publications

    380 citations

  4. Advanced Digital Sciences Center

    Singapore, Singapore

    1 h-index

    1 publications

    165 citations

  5. Beijing Normal University

    Beijing, China

    1 h-index

    3 publications

    495 citations

  6. National Institute of Informatics

    Tokyo, Japan

    1 h-index

    3 publications

    201 citations

  7. University of Chinese Academy of Sciences

    Beijing, China

    1 h-index

    2 publications

    134 citations

  8. Shandong Normal University

    Jinan, China

    1 h-index

    5 publications

    95 citations

1–8 of 9

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 233 citations

    3

    h-index

  2. IEEE/CAA Journal of Automatica Sinica

    1 publications · 19 citations

    1

    h-index

  3. International Journal of Intelligent Systems

    1 publications · 67 citations

    1

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 186 citations

    1

    h-index

  5. IEEE Transactions on Learning Technologies

    1 publications · 23 citations

1–5