Concepedia

Active Causal Discovery

Active Causal Discovery is a methodological framework within causal discovery that actively selects and intervenes on variables in the system to iteratively acquire data that maximally inform the identification of causal structures, distinguishing itself from passive observational approaches by enabling targeted experimentation to reduce uncertainty in causal model estimation.

2

Publications

45

Citations

15

Authors

2

Institutions

Publications per year

2017–2026

2

Parents

Publications

2

Interpretability and causal discovery of the machine learning models to predict the production of CBM wells after hydraulic fracturing

Chao Min, Guoquan Wen, Liangjie Gou et al. · Energy · 2023 · 29 citations

, , +15

Collision causal discovery and real-time prediction of freeway tunnels: A novel dual-task approach

Jieling Jin, Helai Huang, Ye Li et al. · Tunnelling and Underground Space Technology · 2024 · 18 citations

, , +16

Learning Neural Causal Models with Active Interventions

Nino Scherrer, Olexa Bilaniuk, Yashas Annadani et al. · arXiv (Cornell University) · 2021 · 16 citations · Full text

, , +16

An Evaluation of Active Learning Causal Discovery Methods for Reverse-Engineering Local Causal Pathways of Gene Regulation

Sisi Ma, Patrick Kemmeren, Constantin Aliferis et al. · Scientific Reports · 2016 · 12 citations · Full text

, , +14

1–4 of 2

Authors

15

  1. NS
    Nino Scherrer

    1 publications · 16 citations

    1

    h-index

  2. OB
    Olexa Bilaniuk

    University of Ottawa, Canada

    1 publications · 16 citations

    1

    h-index

  3. AG
    Anirudh Goyal

    Université de Montréal, Canada

    1 publications · 16 citations

    1

    h-index

  4. BS
    Bernhard Schölkopf

    Max Planck Institute for Intelligent Systems, Germany

    1 publications · 16 citations

    1

    h-index

  5. NR
    Nan Rosemary Ke

    Université de Montréal, Canada

    1 publications · 16 citations

    1

    h-index

1–5 of 15

Institutions

2

  1. State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation

    Chengdu, China

    1 h-index

    4 publications

    116 citations

  2. Southwest Petroleum University

    Chengdu, China

    1 h-index

    2 publications

    58 citations

  3. Central South University

    Changsha, China

    1 publications

    18 citations

  4. Hunan Communications Research Institute

    Changsha, China

    1 publications

    18 citations

  5. New York University

    New York, United States

    1 publications

    12 citations

  6. University Medical Center Utrecht

    Utrecht, The Netherlands

    1 publications

    12 citations

  7. Minnesota Department of Health

    Saint Paul, United States

    1 publications

    12 citations

  8. University of Minnesota

    Minneapolis, United States

    1 publications

    12 citations

1–8 of 2

Venues

  1. Energy

    1 publications · 29 citations

    1

    h-index

  2. arXiv (Cornell University)

    Repository · 1 publications · 16 citations

    1

    h-index

  3. Tunnelling and Underground Space Technology

    1 publications · 18 citations

  4. Scientific Reports

    1 publications · 12 citations

1–4