Pearl, Judea

Causality: Models, Reasoning, and Inference

Pearl, J. (2009) · Cambridge University Press eBooks

Bayesian Modeling and Causal InferenceAdvanced Causal Inference Techniques

Cited by 11,653

Causal Diagrams for Epidemiologic Research

Greenland, S., Pearl, J., & Robins, J. M. (1999) · Epidemiology

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 3,728

Causal diagrams for empirical research

PEARL, J. (1995) · Biometrika

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 2,355

Causal inference in statistics: An overview

Pearl, J. (2009) · Statistics Surveys

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 2,336

Confounding and Collapsibility in Causal Inference

Greenland, S., Pearl, J., & Robins, J. M. (1999) · Statistical Science

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 933

An Introduction to Causal Inference

Pearl, J. (2010) · The International Journal of Biostatistics

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 755

The seven tools of causal inference, with reflections on machine learning

Pearl, J. (2019) · Communications of the ACM

Bayesian Modeling and Causal InferenceLogic, Reasoning, and Knowledge

Cited by 659

Causal inference and the data-fusion problem

Bareinboim, E., & Pearl, J. (2016) · Proceedings of the National Academy of Sciences

Advanced Causal Inference TechniquesStatistical Methods and Inference

Cited by 621

Bounds on Treatment Effects from Studies with Imperfect Compliance

Balke, A., & Pearl, J. (1997) · Journal of the American Statistical Association

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 564

Interpretation and identification of causal mediation

Pearl, J. (2014) · Psychological Methods

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 554

Graphs, Causality, and Structural Equation Models

PEARL, J. (1998) · Sociological Methods & Research

Bayesian Modeling and Causal InferenceAdvanced Causal Inference Techniques

Cited by 341

[Bayesian Analysis in Expert Systems]: Comment: Graphical Models, Causality and Intervention

Pearl, J. (1993) · Statistical Science

Bayesian Modeling and Causal InferenceStatistical Methods and Bayesian Inference

Cited by 258

Comment: understanding Simpson’s paradox

Pearl, J. (2014) · The American Statistician

Advanced Causal Inference TechniquesProbability and Statistical Research

Cited by 206

An axiomatic characterization of causal counterfactuals

Galles, D., & Pearl, J. (1998) · Foundations of Science

Bayesian Modeling and Causal InferenceLogic, Reasoning, and Knowledge

Cited by 192

Probabilities of causation: Bounds and identification

Tian, J., & Pearl, J. (2000) · Annals of Mathematics and Artificial Intelligence

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 179

Statistics and causal inference: A review

Pearl, J. (2003) · Test

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 144

Linear Models: A Useful "Microscope" for Causal Analysis

Pearl, J. (2013) · Journal of Causal Inference

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 132

Causal Inference Without Counterfactuals: Comment

Pearl, J. (2000) · Journal of the American Statistical Association

Advanced Causal Inference TechniquesPhilosophy of Biology and Scientific Explanation

Cited by 69

Confounding Equivalence in Causal Inference

Pearl, J., & Paz, A. (2014) · Journal of Causal Inference

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 35

The Deductive Approach to Causal Inference

Pearl, J. (2014) · Journal of Causal Inference

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 28

The new science of cause and effect, with reflections on data science and artificial intelligence

Pearl, J. (2019) · 2019 IEEE International Conference on Big Data (Big Data)

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 4