Concepedia

Markov Equivalence

Mark Equivalence is a theoretical construct in the domain of causal graphical models that designates a set of directed acyclic graphs which encode the same conditional independence relations among variables, thereby being indistinguishable based on observational data alone.

80

Publications

4K

Citations

126

Authors

69

Institutions

Publications per year

2017–2026

28

Variants

Markov Equivalence Class

Parents

Publications

80

A characterization of Markov equivalence classes for acyclic digraphs

Steen A. Andersson, David Madigan, Michael D. Perlman · The Annals of Statistics · 1997 · 444 citations · Full text

, , +17

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

Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs

Alain Hauser, Peter Bühlmann · arXiv (Cornell University) · 2011 · 245 citations · Full text

, , +17

Causal Inference Using the Algorithmic Markov Condition

Dominik Janzing, Bernhard Schölkopf · IEEE Transactions on Information Theory · 2010 · 226 citations

, , +17

Alternative Markov Properties for Chain Graphs

Steen A. Andersson, David Madigan, Michael D. Perlman · Scandinavian Journal of Statistics · 2001 · 186 citations

, , +15

1–5 of 80

Authors

126

  1. MD
    Michael D. Perlman

    University of Washington, United States

    7 publications · 965 citations

    7

    h-index

  2. CU
    Caroline Uhler

    Massachusetts Institute of Technology, United States

    6 publications · 97 citations

    6

    h-index

  3. SA
    Steen A. Andersson

    University of Washington, United States

    6 publications · 893 citations

    6

    h-index

  4. FC
    Federico Castelletti

    Università Cattolica del Sacro Cuore, Italy

    5 publications · 94 citations

    5

    h-index

  5. PB
    Peter Bühlmann

    ETH Zurich, Switzerland

    5 publications · 525 citations

    5

    h-index

1–5 of 126

Institutions

69

  1. University of Washington

    Seattle, United States

    10 h-index

    19 publications

    2.8K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    11 publications

    488 citations

  3. ETH Zurich

    Zurich, Switzerland

    6 h-index

    9 publications

    1.3K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    8 publications

    122 citations

  5. Max Planck Society

    Munich, Germany

    4 h-index

    8 publications

    1.3K citations

  6. Università Cattolica del Sacro Cuore

    Milan, Italy

    4 h-index

    11 publications

    243 citations

  7. Radboud University Nijmegen

    Nijmegen, The Netherlands

    3 h-index

    3 publications

    504 citations

  8. University of Pennsylvania

    Philadelphia, United States

    3 h-index

    4 publications

    63 citations

1–8 of 69

Venues

  1. arXiv (Cornell University)

    Repository · 15 publications · 628 citations

    12

    h-index

  2. The Annals of Statistics

    6 publications · 636 citations

    6

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 75 citations

    4

    h-index

  4. Scandinavian Journal of Statistics

    4 publications · 338 citations

    4

    h-index

  5. DSpace@MIT (Massachusetts Institute of Technology)

    Repository · 2 publications · 23 citations

    2

    h-index

1–5