Concepedia

Causality Algorithms

Causality Algorithms is a computational method designed to infer or evaluate causal relationships among variables by systematically applying logical, statistical, or machine learning principles to distinguish genuine cause-effect interactions from mere associations.

193

Publications

12.7K

Citations

882

Authors

370

Institutions

Publications per year

2017–2026

102

Parents

Publications

193

Detecting and quantifying causal associations in large nonlinear time series datasets

Science Advances · 2019 · 860 citations · Full text

, , +16

Causality detection based on information-theoretic approaches in time series analysis

Kateřina Hlaváčková‐Schindler, Milan Paluš, Martin Vejmelka et al. · Physics Reports · 2007 · 809 citations

, , +11

Detecting and quantifying causal associations in large nonlinear time series datasets

Open MIND · 2019 · 742 citations

, , +16

Aligning gene expression time series with time warping algorithms

John Aach, George M. Church · Bioinformatics · 2001 · 496 citations · Full text

, , +14

Detecting causal relationships in distributed computations: In search of the holy grail

Reinhard Schwarz, Friedemann Mattern · Distributed Computing · 1994 · 426 citations

, , +16

1–5 of 193

Authors

882

  1. KY
    Kui Yu

    Hefei University of Technology, China

    6 publications · 269 citations

    6

    h-index

  2. CG
    Clark Glymour

    Carnegie Mellon University, United States

    6 publications · 254 citations

    6

    h-index

  3. DJ
    Dominik Janzing

    Max Planck Institute for Intelligent Systems, Germany

    5 publications · 252 citations

    5

    h-index

  4. BS
    Bernhard Schölkopf

    Max Planck Institute for Intelligent Systems, Germany

    5 publications · 231 citations

    5

    h-index

  5. LL
    Lin Liu

    University of South Australia, Australia

    4 publications · 218 citations

    4

    h-index

1–5 of 882

Institutions

370

  1. Carnegie Mellon University

    Pittsburgh, United States

    13 h-index

    27 publications

    1.8K citations

  2. University of Pittsburgh

    Pittsburgh, United States

    11 h-index

    34 publications

    2.2K citations

  3. Hefei University of Technology

    Hefei, China

    6 h-index

    11 publications

    385 citations

  4. Max Planck Institute for Intelligent Systems

    Stuttgart, Germany

    6 h-index

    10 publications

    318 citations

  5. University of Washington

    Seattle, United States

    5 h-index

    9 publications

    707 citations

  6. University of South Australia

    Adelaide, Australia

    5 h-index

    13 publications

    745 citations

  7. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    6 publications

    249 citations

  8. Imperial College London

    London, United Kingdom

    4 h-index

    10 publications

    2.9K citations

1–8 of 370

Venues

  1. arXiv (Cornell University)

    Repository · 23 publications · 1.3K citations

    16

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 6 publications · 186 citations

    6

    h-index

  3. PLoS ONE

    4 publications · 196 citations

    4

    h-index

  4. PubMed

    Repository · 4 publications · 166 citations

    4

    h-index

  5. Neurocomputing

    3 publications · 244 citations

    3

    h-index

1–5