Concepedia

Bayesian Decision Trees

Bayesian Decision Trees is a probabilistic decision tree model that incorporates Bayesian inference to estimate posterior distributions over tree structures and parameters, distinguishing itself from classical decision trees by formally quantifying uncertainty in both predictions and tree topology through prior and posterior probabilities.

105

Publications

4.9K

Citations

300

Authors

153

Institutions

Publications per year

2017–2026

35

Parents

Publications

105

Recent advances in decision trees: an updated survey

Vinícius G. Costa, Carlos E. Pedreira · Artificial Intelligence Review · 2022 · 534 citations

, , +13

The Statistical Analysis of General Processing Tree Models with the EM Algorithm

Xiangen Hu, William H. Batchelder · Psychometrika · 1994 · 295 citations

, , +9

Probabilistic Sensitivity Analysis for Decision Trees with Multiple Branches: Use of the Dirichlet Distribution in a Bayesian Framework

Andrew Briggs, A. E. Ades, Martin Price · Medical Decision Making · 2003 · 196 citations

, , +17

Detection of frauds and other non-technical losses in a power utility using Pearson coefficient, Bayesian networks and decision trees

Íñigo Monedero, Félix Biscarri, Carlos León et al. · International Journal of Electrical Power & Energy Systems · 2011 · 162 citations · Full text

, , +17

Predicting graft survival among kidney transplant recipients: A Bayesian decision support model

Kazim Topuz, Ferhat D. Zengul, Ali Dağ et al. · Decision Support Systems · 2017 · 151 citations

, , +16

1–5 of 105

Authors

300

  1. VS
    Vitaly Schetinin

    University of Bedfordshire, United Kingdom

    7 publications · 191 citations

    7

    h-index

  2. WJ
    W. J. Krzanowski

    University of Exeter, United Kingdom

    6 publications · 163 citations

    6

    h-index

  3. LJ
    Livija Jakaite

    University of Bedfordshire, United Kingdom

    4 publications · 101 citations

    4

    h-index

  4. AH
    Adolfo Hernández

    Universidad Complutense de Madrid, Spain

    3 publications · 90 citations

    3

    h-index

  5. TB
    Trevor Bailey

    University of Exeter, United Kingdom

    3 publications · 90 citations

    3

    h-index

1–5 of 300

Institutions

153

  1. University of Bedfordshire

    Luton, United Kingdom

    5 h-index

    12 publications

    342 citations

  2. University of Exeter

    Exeter, United Kingdom

    5 h-index

    16 publications

    521 citations

  3. University of California, Irvine

    Irvine, United States

    4 h-index

    7 publications

    862 citations

  4. Aalborg University

    Aalborg, Denmark

    2 h-index

    3 publications

    64 citations

  5. University of Cambridge

    Cambridge, United Kingdom

    2 h-index

    2 publications

    80 citations

  6. Université de Rennes

    Rennes, France

    2 h-index

    2 publications

    44 citations

  7. Tongji University

    Shanghai, China

    2 h-index

    4 publications

    55 citations

  8. Microsoft (United States)

    Redmond, United States

    2 h-index

    5 publications

    144 citations

1–8 of 153

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 50 citations

    3

    h-index

  2. 2

    h-index

  3. Psychometrika

    2 publications · 408 citations

    2

    h-index

  4. Expert Systems with Applications

    2 publications · 72 citations

    2

    h-index

  5. 2

    h-index

1–5