Causal Discovery

Causal Discovery is the academic field within causal inference that seeks to identify causal relationships among variables from observational data by distinguishing them from mere statistical associations.

651

Publications

43.7K

Citations

1.9K

Authors

634

Institutions

Publications per year

2017–2026

314

Variants

Causal Structure Learning

Parents

Causal Inference

Children

Active Causal DiscoveryBayesian Network Structure LearningCausal Discovery From Heterogeneous DataCausal Discovery From Multiple EnvironmentsCausal Graph LearningConditional Independence TestingDirected Acyclic Graph LearningFunctional Causal Model DiscoveryHigh-dimensional Causal DiscoveryInterventional Causal Discovery

Publications

651

Path Analysis: Sociological Examples

Otis Dudley Duncan · American Journal of Sociology · 1966 · 1.3K citations

Public Health, Sociology, Causal Inference +13

A Linear Non-Gaussian Acyclic Model for Causal Discovery

2006 · 1.2K citations

Public Health, Biostatistics, Causal Inference +16

Toward Causal Representation Learning

Bernhard Schölkopf, Francesco Locatello, Stefan Bauer et al. · Proceedings of the IEEE · 2021 · 1K citations · Full text

Computing, Computer Science, Artificial Intelligence +9

Detecting and quantifying causal associations in large nonlinear time series datasets

Science Advances · 2019 · 860 citations · Full text

Public Health, Biostatistics, Causal Inference +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

Public Health, Data Science, Causal Inference +11

1–5 of 651

Authors

1.9K

BS
Bernhard Schölkopf
Max Planck Institute for Intelligent Systems, Germany
24 publications · 3.2K citations
19
h-index
KZ
Kun Zhang
Carnegie Mellon University, United States
23 publications · 1K citations
16
h-index
CG
Clark Glymour
Carnegie Mellon University, United States
21 publications · 1.1K citations
16
h-index
DJ
Dominik Janzing
Max Planck Institute for Intelligent Systems, Germany
13 publications · 2.1K citations
12
h-index
RC
Ruichu Cai
Guangdong University of Technology, China
13 publications · 364 citations
12
h-index

1–5 of 1.9K

Institutions

634

1–8 of 634

Venues

arXiv (Cornell University)
Repository · 99 publications · 4.3K citations
35
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 15 publications · 477 citations
13
h-index
PubMed
Repository · 11 publications · 632 citations
11
h-index
IEEE Transactions on Neural Networks and Learning Systems
11 publications · 255 citations
10
h-index
Chaos An Interdisciplinary Journal of Nonlinear Science
7 publications · 602 citations
7
h-index

1–5