Concepedia

Alternative Adjustment Sets

Alternative Adjustment Sets is a methodological construct in causal inference that identifies distinct subsets of covariates satisfying adjustment criteria for unbiased effect estimation, differing in composition while maintaining equivalent statistical and causal validity under a given graphical model.

12

Publications

2.7K

Citations

34

Authors

20

Institutions

Publications per year

2017–2026

3

Parents

Publications

12

Robust causal inference using directed acyclic graphs: the R package ‘dagitty’

Johannes Textor, Benito van der Zander, Mark S. Gilthorpe et al. · International Journal of Epidemiology · 2016 · 2.3K citations · Full text

, , +13

New Developments in the Use of Location Quotients to Estimate Regional Input–Output Coefficients and Multipliers

Timo Tohmo · Regional Studies · 2004 · 122 citations

, , +15

Combining directed acyclic graphs and the change-in-estimate procedure as a novel approach to adjustment-variable selection in epidemiology

David W. Evans, Basile Chaix, Thierry Lobbedez et al. · BMC Medical Research Methodology · 2012 · 89 citations · Full text

, , +10

Data-driven covariate selection for nonparametric estimation of causal effects

Doris Entner, Patrik O. Hoyer, Peter Spirtes · International Conference on Artificial Intelligence and Statistics · 2013 · 37 citations

, , +12

Separators and adjustment sets in causal graphs: Complete criteria and an algorithmic framework

Benito van der Zander, Maciej Liśkiewicz, Johannes Textor · Artificial Intelligence · 2019 · 34 citations · Full text

, , +12

1–5 of 12

Authors

34

  1. ML
    Maciej Liśkiewicz

    University of Lübeck, Germany

    2 publications · 2.3K citations

    2

    h-index

  2. BV
    Benito van der Zander

    University of Lübeck, Germany

    2 publications · 2.3K citations

    2

    h-index

  3. JT
    Johannes Textor

    Radboud University Nijmegen, Netherlands

    2 publications · 2.3K citations

    2

    h-index

  4. NÖ
    Nadir Öcal

    Middle East Technical University, Türkiye

    1 publications · 14 citations

    1

    h-index

  5. EJ
    E. J. Pollak

    Cornell University, United States

    1 publications · 10 citations

    1

    h-index

1–5 of 34

Institutions

20

  1. University of Lübeck

    Lübeck, Germany

    2 h-index

    4 publications

    4.7K citations

  2. Radboud University Nijmegen

    Nijmegen, The Netherlands

    2 h-index

    2 publications

    2.3K citations

  3. Middle East Technical University

    Ankara, Türkiye

    1 h-index

    1 publications

    14 citations

  4. Sorbonne Université

    Paris, France

    1 h-index

    1 publications

    89 citations

  5. Inserm

    Paris, France

    1 h-index

    3 publications

    267 citations

  6. University of Leeds

    Leeds, United Kingdom

    1 h-index

    2 publications

    4.6K citations

  7. Helsinki Institute for Information Technology

    Espoo, Finland

    1 h-index

    2 publications

    74 citations

  8. University of Jyväskylä

    Jyväskylä, Finland

    1 h-index

    1 publications

    122 citations

1–8 of 20

Venues

  1. Journal of Animal Science

    2 publications · 20 citations

    2

    h-index

  2. American Journal of Epidemiology

    AJE · 1 publications · 29 citations

    1

    h-index

  3. International Conference on Artificial Intelligence and Statistics

    Conference · 1 publications · 37 citations

    1

    h-index

  4. Artificial Intelligence

    1 publications · 34 citations

    1

    h-index

  5. Regional Studies

    1 publications · 122 citations

    1

    h-index

1–5