Concepedia

Graph Identifiability

Graph Identifiability is a structural property of a directed acyclic graph that determines whether the causal structure can be uniquely inferred from the observed joint probability distribution under a given family of structural equation models.

35

Publications

1.9K

Citations

63

Authors

48

Institutions

Publications per year

2017–2026

7

Parents

Publications

35

Causal discovery with continuous additive noise models

Jonas Peters, Joris M. Mooij, Dominik Janzing et al. · Journal of Machine Learning Research · 2014 · 284 citations

, , +17

Identifiability of path-specific effects

Chen Avin, Ilya Shpitser, Judea Pearl · eScholarship (California Digital Library) · 2005 · 196 citations · Full text

, , +16

A general identification condition for causal effects

Jin Tian, Judea Pearl · eScholarship (California Digital Library) · 2002 · 189 citations · Full text

, , +16

Causal Discovery with Continuous Additive Noise Models

Jonas Peters, Joris M. Mooij, Dominik Janzing et al. · UvA-DARE (University of Amsterdam) · 2013 · 156 citations · Full text

, , +17

Identification of Joint Interventional Distributions in Recursive Semi-Markovian Causal Models

Ilya Shpitser, Judea Pearl · eScholarship (California Digital Library) · 2006 · 155 citations · Full text

, , +16

1–5 of 35

Authors

63

  1. JP
    Judea Pearl

    University of California, Los Angeles, United States

    5 publications · 623 citations

    5

    h-index

  2. JP
    Jonas Peters

    ETH Zurich, Switzerland

    3 publications · 504 citations

    3

    h-index

  3. JM
    Joris M. Mooij

    Radboud University Nijmegen, Netherlands

    3 publications · 504 citations

    3

    h-index

  4. DJ
    Dominik Janzing

    Max Planck Institute for Intelligent Systems, Germany

    3 publications · 504 citations

    3

    h-index

  5. SS
    Seth Sullivant

    North Carolina State University, United States

    2 publications · 90 citations

    2

    h-index

1–5 of 63

Institutions

48

  1. University of California, Los Angeles

    Los Angeles, United States

    4 h-index

    9 publications

    1.3K citations

  2. ETH Zurich

    Zurich, Switzerland

    3 h-index

    3 publications

    543 citations

  3. Radboud University Nijmegen

    Nijmegen, The Netherlands

    3 h-index

    3 publications

    504 citations

  4. University of Amsterdam

    Amsterdam, The Netherlands

    2 h-index

    2 publications

    440 citations

  5. Sapienza University of Rome

    Rome, Italy

    2 h-index

    2 publications

    32 citations

  6. North Carolina State University

    Raleigh, United States

    2 h-index

    4 publications

    226 citations

  7. Max Planck Society

    Munich, Germany

    2 h-index

    5 publications

    760 citations

  8. Universität Greifswald

    Greifswald, Germany

    1 h-index

    1 publications

    34 citations

1–8 of 48

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 262 citations

    5

    h-index

  2. eScholarship (California Digital Library)

    Repository · 3 publications · 540 citations

    3

    h-index

  3. TU/e Research Portal (Eindhoven University of Technology)

    Repository · 2 publications · 63 citations

    2

    h-index

  4. Bernoulli

    2 publications · 30 citations

    2

    h-index

  5. The Annals of Statistics

    2 publications · 97 citations

    2

    h-index

1–5