Concepedia

Temporal Causal Discovery

Temporal Causal Discovery is a methodological framework within causal discovery that specifically identifies causal relationships from temporal data by leveraging the direction and lagged dependencies inherent in time-ordered observations.

33

Publications

1.4K

Citations

92

Authors

61

Institutions

Publications per year

2017–2026

19

Parents

Publications

33

Causal Discovery with Attention-Based Convolutional Neural Networks

Meike Nauta, Doina Bucur, Christin Seifert · Machine Learning and Knowledge Extraction · 2019 · 263 citations · Full text

, , +17

Discovering Congestion Propagation Patterns in Spatio-Temporal Traffic Data

Hoàng Nguyên, Wei Liu, Fang Chen · IEEE Transactions on Big Data · 2016 · 128 citations

, , +16

Discovery, confirmation, and incorporation of causal relationships from a large time-oriented clinical data base: The RX project

Robert L. Blum · Computers and Biomedical Research · 1982 · 100 citations

, , +16

Knowledge mediates the timeframe of covariation assessment in human causal induction

Marc J. Buehner, Jon May · Thinking & Reasoning · 2002 · 99 citations

, , +9

Temporal predictability facilitates causal learning.

W. James Greville, Marc J. Buehner · Journal of Experimental Psychology General · 2010 · 80 citations

, , +13

1–5 of 33

Authors

92

  1. MJ
    Marc J. Buehner

    Cardiff University, United Kingdom

    3 publications · 220 citations

    3

    h-index

  2. AP
    Anne Petersen

    University of Gothenburg, Sweden

    1 publications · 40 citations

    2

    h-index

  3. WJ
    W. James Greville

    Swansea University, United Kingdom

    2 publications · 121 citations

    2

    h-index

  4. YL
    Yan Liu

    Hong Kong Polytechnic University, Hong Kong SAR China

    2 publications · 90 citations

    2

    h-index

  5. MO
    Merete Osler

    University of Copenhagen, Denmark

    1 publications · 40 citations

    2

    h-index

1–5 of 92

Institutions

61

  1. University of Technology Sydney

    Sydney, Australia

    3 h-index

    4 publications

    261 citations

  2. University of Southern California

    Los Angeles, United States

    2 h-index

    3 publications

    148 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    3 publications

    99 citations

  4. Tsinghua University

    Beijing, China

    2 h-index

    4 publications

    64 citations

  5. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    4 publications

    94 citations

  6. Cardiff University

    Cardiff, United Kingdom

    2 h-index

    3 publications

    162 citations

  7. University of Chinese Academy of Sciences

    Beijing, China

    2 h-index

    4 publications

    94 citations

  8. Max Planck Institute for Intelligent Systems

    Stuttgart, Germany

    2 h-index

    4 publications

    183 citations

1–8 of 61

Venues

  1. American Journal of Epidemiology

    AJE · 1 publications · 40 citations

    2

    h-index

  2. PubMed

    Repository · 2 publications · 45 citations

    2

    h-index

  3. 2

    h-index

  4. Reliability Engineering & System Safety

    1 publications · 45 citations

    1

    h-index

  5. Science Bulletin

    1 publications · 46 citations

    1

    h-index

1–5