Concepedia

Bayesian Learning Analytics

Bayesian Learning Analytics is a computational framework within learning analytics that uses Bayesian inference to model and update the probability of learners' knowledge states based on observed data, distinguishing itself through its probabilistic reasoning and sequential evidence integration.

17

Publications

1K

Citations

57

Authors

27

Institutions

Publications per year

2017–2026

9

Parents

Publications

17

Bayesian knowledge tracing, logistic models, and beyond: an overview of learner modeling techniques

Radek Pelánek · User Modeling and User-Adapted Interaction · 2017 · 233 citations

, , +14

Student assessment using Bayesian nets

J. J. Martin, Kurt VanLehn · International Journal of Human-Computer Studies · 1995 · 152 citations

, , +10

Prediction and assessment of student behaviour in open and distance education in computers using Bayesian networks

Michalis Xenos · Computers & Education · 2003 · 144 citations

, , +16

Sparse factor analysis for learning and content analytics

Andrew Lan, Andrew E. Waters, Christoph Studer et al. · 2014 · 133 citations · Full text

, , +13

Learning Analytics to identify dropout factors of Computer Science studies through Bayesian networks

Carmen Lacave, Ana I. Molina, José A. Cruz-Lemus · Behaviour and Information Technology · 2018 · 76 citations · Full text

, , +15

1–5 of 17

Authors

57

  1. RS
    Ryan S. Baker

    Columbia University, United States

    2 publications · 58 citations

    2

    h-index

  2. OS
    Ofer Shai

    University of Toronto, Canada

    1 publications · 61 citations

    1

    h-index

  3. NV
    N.A.W. van Riel

    Eindhoven University of Technology, Netherlands

    1 publications · 17 citations

    1

    h-index

  4. BJ
    Benjamin J. Blencowe

    University of Toronto, Canada

    1 publications · 61 citations

    1

    h-index

  5. JJ
    J. J. Martin

    University of Pittsburgh, United States

    1 publications · 152 citations

    1

    h-index

1–5 of 57

Institutions

27

  1. Technological Educational Institute of Eastern Macedonia and Thrace

    Kavala, Greece

    1 h-index

    2 publications

    28 citations

  2. Texas Tech University

    Lubbock, United States

    1 h-index

    3 publications

    48 citations

  3. University of Florida

    Gainesville, United States

    1 h-index

    2 publications

    32 citations

  4. Rice University

    Houston, United States

    1 h-index

    3 publications

    399 citations

  5. New York University

    New York, United States

    1 h-index

    4 publications

    88 citations

  6. Health Holland

    The Hague, Netherlands

    1 h-index

    1 publications

    17 citations

  7. University of Pennsylvania

    Philadelphia, United States

    1 h-index

    3 publications

    42 citations

  8. National Academies of Sciences, Engineering, and Medicine

    Washington, United States

    1 h-index

    2 publications

    304 citations

1–8 of 27

Venues

  1. Computers & Education

    2 publications · 158 citations

    2

    h-index

  2. User Modeling and User-Adapted Interaction

    1 publications · 233 citations

    1

    h-index

  3. American Behavioral Scientist

    ABS · 1 publications · 44 citations

    1

    h-index

  4. Sustainability

    1 publications · 18 citations

    1

    h-index

  5. Reaction Chemistry & Engineering

    1 publications · 22 citations

    1

    h-index

1–5