Concepedia

Data-driven Hint Generation

Data-Driven Hint Generation is a computational approach to hint generation that systematically derives instructional hints from empirical data, such as learner interaction logs or performance patterns, distinguishing itself from rule-based or theory-driven methods by relying on observed behavioral evidence to inform hint content and timing.

18

Publications

1.2K

Citations

45

Authors

20

Institutions

Publications per year

2017–2026

9

Parents

Publications

18

Data-Driven Hint Generation in Vast Solution Spaces: a Self-Improving Python Programming Tutor

Kelly Rivers, Kenneth R. Koedinger · International Journal of Artificial Intelligence in Education · 2015 · 254 citations · Full text

, , +15

Learning from hints in neural networks

Yaser S. Abu‐Mostafa · Journal of Complexity · 1990 · 243 citations

, , +10

Autonomously Generating Hints by Inferring Problem Solving Policies

Chris Piech, Mehran Sahami, Jonathan Huang et al. · 2015 · 144 citations

, , +15

Writing Reusable Code Feedback at Scale with Mixed-Initiative Program Synthesis

Andrew Head, Elena L. Glassman, Gustavo Soares et al. · 2017 · 119 citations · Full text

, , +17

Experimental Evaluation of Automatic Hint Generation for a Logic Tutor

John Stamper, Michael Eagle, Tiffany Barnes et al. · International Journal of Artificial Intelligence in Education · 2013 · 103 citations

, , +16

1–5 of 18

Authors

45

  1. TB
    Tiffany Barnes

    North Carolina State University, United States

    8 publications · 342 citations

    8

    h-index

  2. TP
    Thomas Price

    North Carolina State University, United States

    5 publications · 163 citations

    5

    h-index

  3. JS
    John Stamper

    Carnegie Mellon University, United States

    3 publications · 187 citations

    3

    h-index

  4. BP
    Benjamin Paaßen

    Bielefeld University, Germany

    2 publications · 55 citations

    2

    h-index

  5. MJ
    Marvin J. Croy

    University of North Carolina at Charlotte, United States

    2 publications · 142 citations

    2

    h-index

1–5 of 45

Institutions

20

  1. North Carolina State University

    Raleigh, United States

    5 h-index

    16 publications

    601 citations

  2. University of North Carolina at Charlotte

    Charlotte, United States

    2 h-index

    5 publications

    387 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    3 publications

    611 citations

  4. The University of Sydney

    Sydney, Australia

    2 h-index

    7 publications

    136 citations

  5. Universidade Federal de Campina Grande

    Campina Grande, Brazil

    1 h-index

    2 publications

    238 citations

  6. Human Media

    Belmont, United States

    1 h-index

    1 publications

    24 citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    1 h-index

    2 publications

    32 citations

  8. Centre de Recherche en Sciences et Technologies de l'Information et de la Communication

    Reims, France

    1 h-index

    1 publications

    24 citations

1–8 of 20

Venues

  1. 3

    h-index

  2. Educational Data Mining

    Conference · 2 publications · 79 citations

    2

    h-index

  3. Zenodo (CERN European Organization for Nuclear Research)

    Repository · 1 publications · 31 citations

    1

    h-index

  4. Educational Technology & Society

    1 publications · 45 citations

    1

    h-index

  5. arXiv (Cornell University)

    Repository · 1 publications · 12 citations

    1

    h-index

1–5