Concepedia

Probabilistic Decision Trees

Probabilistic Decision Trees is a machine learning model that extends traditional decision trees by incorporating probabilistic transitions at nodes, enabling the representation of uncertainty in both predictions and structure through probability distributions over class labels or outcomes.

79

Publications

5.3K

Citations

223

Authors

124

Institutions

Publications per year

2017–2026

26

Variants

Stochastic Decision Trees

Parents

Publications

79

Data mining: concepts, models and techniques

Choice Reviews Online · 2011 · 558 citations

, , +17

Recent advances in decision trees: an updated survey

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

, , +13

Data Mining with Decision Trees: Theory and Applications

Online Information Review · 2015 · 451 citations

, , +13

Probabilistic boosting-tree: learning discriminative models for classification, recognition, and clustering

Zhuowen Tu · 2005 · 393 citations

, , +16

Combining biological networks to predict genetic interactions

Sharyl L. Wong, Lan V. Zhang, Amy H.Y. Tong et al. · Proceedings of the National Academy of Sciences · 2004 · 254 citations · Full text

, , +17

1–5 of 79

Authors

223

  1. JE
    Jonathan E. Fieldsend

    University of Exeter, United Kingdom

    3 publications · 90 citations

    3

    h-index

  2. VS
    Vitaly Schetinin

    University of Bedfordshire, United Kingdom

    3 publications · 90 citations

    3

    h-index

  3. UM
    Udi Manber

    University of Arizona, United States

    3 publications · 69 citations

    3

    h-index

  4. RE
    Richard Everson

    University of Exeter, United Kingdom

    3 publications · 90 citations

    3

    h-index

  5. WJ
    W. J. Krzanowski

    University of Exeter, United Kingdom

    3 publications · 90 citations

    3

    h-index

1–5 of 223

Institutions

124

  1. University of Exeter

    Exeter, United Kingdom

    3 h-index

    15 publications

    498 citations

  2. Universidad de Granada

    Granada, Spain

    3 h-index

    6 publications

    343 citations

  3. Hebrew University of Jerusalem

    Jerusalem, Israel

    3 h-index

    3 publications

    391 citations

  4. Universidad de Málaga

    Málaga, Spain

    2 h-index

    6 publications

    966 citations

  5. Stockholm University

    Stockholm, Sweden

    2 h-index

    4 publications

    49 citations

  6. DePaul University

    Chicago, United States

    2 h-index

    7 publications

    156 citations

  7. University of Bristol

    Bristol, United Kingdom

    2 h-index

    4 publications

    113 citations

  8. Ames Research Center

    Mountain View, United States

    2 h-index

    2 publications

    53 citations

1–8 of 124

Venues

  1. Artificial Intelligence in Medicine

    AIM · 2 publications · 274 citations

    2

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 64 citations

    2

    h-index

  3. International Journal of Computer Vision

    1 publications · 62 citations

    1

    h-index

  4. Ecological Informatics

    1 publications · 22 citations

    1

    h-index

  5. ACM Transactions on Embedded Computing Systems

    TECS · 1 publications · 19 citations

    1

    h-index

1–5