Concepedia

Credal Networks

Credal Networks is a probabilistic graphical model that extends Bayesian networks by representing uncertainty through sets of probability distributions, allowing for imprecise probabilities and robust reasoning under incomplete or ambiguous statistical information.

41

Publications

1K

Citations

60

Authors

34

Institutions

Publications per year

2017–2026

9

Parents

Publications

41

The inferential complexity of Bayesian and credal networks

Cassio P. de Campos, Fábio Gagliardi Cozman · 2005 · 69 citations

, , +15

Epistemic irrelevance in credal nets: The case of imprecise Markov trees

Gert de Cooman, Filip Hermans, Alessandro Antonucci et al. · International Journal of Approximate Reasoning · 2010 · 63 citations · Full text

, , +13

Strategy Selection in Influence Diagrams using Imprecise Probabilities

Cassio P. de Campos, Qiang Ji · arXiv (Cornell University) · 2012 · 56 citations · Full text

, , +13

Safety risk assessment of metro construction under epistemic uncertainty: An integrated framework using credal networks and the EDAS method

Wen-hui Hou, Xiaokang Wang, Hong‐yu Zhang et al. · Applied Soft Computing · 2021 · 49 citations

, , +14

Robust data-driven human reliability analysis using credal networks

Caroline Morais, Hector Diego Estrada-Lugo, Silvia Tolo et al. · Reliability Engineering & System Safety · 2021 · 42 citations

, , +13

1–5 of 41

Authors

60

  1. AA
    Alessandro Antonucci

    Dalle Molle Institute for Artificial Intelligence Research, Switzerland

    12 publications · 278 citations

    11

    h-index

  2. MZ
    Marco Zaffalon

    Dalle Molle Institute for Artificial Intelligence Research, Switzerland

    10 publications · 239 citations

    10

    h-index

  3. FG
    Fábio Gagliardi Cozman

    Universidade de São Paulo, Brazil

    11 publications · 274 citations

    10

    h-index

  4. CP
    Cassio P. de Campos

    Dalle Molle Institute for Artificial Intelligence Research, Switzerland

    10 publications · 307 citations

    10

    h-index

  5. GD
    Gert de Cooman

    Ghent University, Belgium

    4 publications · 110 citations

    4

    h-index

1–5 of 60

Institutions

34

  1. Dalle Molle Institute for Artificial Intelligence Research

    Lugano, Switzerland

    11 h-index

    35 publications

    771 citations

  2. Universidade de São Paulo

    São Paulo, Brazil

    7 h-index

    9 publications

    222 citations

  3. Leibniz University Hannover

    Hanover, Germany

    3 h-index

    3 publications

    82 citations

  4. University of Liverpool

    Liverpool, United Kingdom

    3 h-index

    10 publications

    288 citations

  5. Shandong University

    Jinan, China

    2 h-index

    6 publications

    165 citations

  6. Ghent University

    Ghent, Belgium

    2 h-index

    4 publications

    170 citations

  7. Universidad de Granada

    Granada, Spain

    2 h-index

    6 publications

    156 citations

  8. Pontifícia Universidade Católica de São Paulo

    São Paulo, Brazil

    2 h-index

    2 publications

    109 citations

1–8 of 34

Venues

  1. International Journal of Approximate Reasoning

    12 publications · 310 citations

    12

    h-index

  2. Research Portal (Queen's University Belfast)

    Repository · 3 publications · 88 citations

    3

    h-index

  3. arXiv (Cornell University)

    Repository · 3 publications · 106 citations

    3

    h-index

  4. Ghent University Academic Bibliography (Ghent University)

    Repository · 2 publications · 25 citations

    2

    h-index

  5. Reliability Engineering & System Safety

    1 publications · 42 citations

    1

    h-index

1–5