Concepedia

Bayesian Student Modeling

Bayesian Student Modeling is a computational approach to learner profiling that uses Bayesian inference to dynamically update probabilistic representations of student knowledge and skills based on observed performance and prior evidence.

137

Publications

5.8K

Citations

325

Authors

150

Institutions

Publications per year

2017–2026

25

Parents

Publications

137

Using Bayesian Networks to Manage Uncertainty in Student Modeling

Cristina Conati, Abigail S. Gertner, Kurt VanLehn · User Modeling and User-Adapted Interaction · 2002 · 482 citations

, , +14

Evaluating Bayesian networks’ precision for detecting students’ learning styles

Patricio García Báez, Analı́a Amandi, Silvia Schiaffino et al. · Computers & Education · 2005 · 442 citations

, , +14

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

Dynamic Bayesian Networks for Student Modeling

Tanja Käser, Severin Klingler, Alexander G. Schwing · IEEE Transactions on Learning Technologies · 2017 · 201 citations

, , +16

Optimising ITS Behaviour with Bayesian Networks and Decision Theory

Michael Mayo, Antonija Mitrović · Research Commons (University of Waikato) · 2001 · 194 citations · Full text

, , +16

1–5 of 137

Authors

325

  1. RS
    Ryan S. Baker

    Columbia University, United States

    6 publications · 182 citations

    6

    h-index

  2. ZA
    Zachary A. Pardos

    University of California, Berkeley, United States

    6 publications · 138 citations

    6

    h-index

  3. CC
    Cristina Conati

    University of British Columbia, Canada

    5 publications · 268 citations

    5

    h-index

  4. KV
    Kurt VanLehn

    University of Pittsburgh, United States

    5 publications · 414 citations

    5

    h-index

  5. EM
    Eva Millán

    Universidad de Málaga, Spain

    4 publications · 229 citations

    4

    h-index

1–5 of 325

Institutions

150

  1. University of Pittsburgh

    Pittsburgh, United States

    9 h-index

    14 publications

    1.1K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    14 publications

    329 citations

  3. Worcester Polytechnic Institute

    Worcester, United States

    6 h-index

    17 publications

    450 citations

  4. Educational Testing Service

    Princeton, United States

    4 h-index

    9 publications

    298 citations

  5. University of Illinois Urbana-Champaign

    Urbana, United States

    4 h-index

    4 publications

    400 citations

  6. Universidad de Málaga

    Málaga, Spain

    4 h-index

    11 publications

    500 citations

  7. North Carolina State University

    Raleigh, United States

    3 h-index

    12 publications

    321 citations

  8. Columbia University

    New York, United States

    3 h-index

    4 publications

    142 citations

1–8 of 150

Venues

  1. Educational Data Mining

    Conference · 8 publications · 250 citations

    8

    h-index

  2. Computers & Education

    4 publications · 727 citations

    4

    h-index

  3. arXiv (Cornell University)

    Repository · 3 publications · 116 citations

    3

    h-index

  4. 3

    h-index

  5. 3

    h-index

1–5