Keyword

causal effect estimation

Description: Statistical methods for estimating the magnitude of an outcome change attributable to an exposure, treatment, or intervention.

Primary topic: Advanced Causal Inference Techniques (60%)

OpenAlex ID: keywords/causal-effect-estimation

Causality

2009 · Judea Pearl · Cambridge University Press eBooks · 11,445

Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression

2015 · J. Bowden, G. Davey Smith, et al. · International Journal of Epidemiology · 9,778

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Estimating causal effects of treatments in randomized and nonrandomized studies.

1974 · Donald B. Rubin · Journal of Educational Psychology · 9,346

Consistent Estimation in Mendelian Randomization with Some Invalid Instruments Using a Weighted Median Estimator

2016 · Jack Bowden, George Davey Smith, et al. · Genetic Epidemiology · 8,887

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Mendelian Randomization Analysis With Multiple Genetic Variants Using Summarized Data

2013 · Stephen Burgess, Adam Butterworth, et al. · Genetic Epidemiology · 6,014

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Matching Methods for Causal Inference: A Review and a Look Forward

2010 · Elizabeth A. Stuart · Statistical Science · 5,442

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Causation, Prediction, and Search

1993 · Peter Spirtes, Clark Glymour, et al. · Lecture notes in statistics · 4,617

Interpreting findings from Mendelian randomization using the MR-Egger method

2017 · Stephen Burgess, Simon G. Thompson · European Journal of Epidemiology · 4,557

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Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference

2007 · Daniel E. Ho, Kosuke Imai, et al. · Political Analysis · 4,210

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Regression discontinuity designs: A guide to practice

2007 · Guido W. Imbens, Thomas Lemieux · Journal of Econometrics · 3,698

Robust inference in summary data Mendelian randomization via the zero modal pleiotropy assumption

2017 · Fernando Pires Hartwig, George Davey Smith, et al. · International Journal of Epidemiology · 3,467

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Bayesian Inference for Causal Effects: The Role of Randomization

1978 · Donald B. Rubin · The Annals of Statistics · 2,496

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Marginal Structural Models to Estimate the Causal Effect of Zidovudine on the Survival of HIV-Positive Men

2000 · Miguel Ángel Hernán, Babette Brumback, et al. · Epidemiology · 1,782

A Quantile-Based g-Computation Approach to Addressing the Effects of Exposure Mixtures

2020 · Alexander P. Keil, Jessie P. Buckley, et al. · Environmental Health Perspectives · 1,731

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Cem: Coarsened Exact Matching in Stata

2009 · Matthew Blackwell, Stefano Iacus, et al. · The Stata Journal Promoting communications on statistics and Stata · 1,713

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The Book of Why: The New Science of Cause and Effect

2019 · Lisa Goldberg · Notices of the American Mathematical Society · 1,656

Multivariable Mendelian Randomization: The Use of Pleiotropic Genetic Variants to Estimate Causal Effects

2015 · S. Burgess, S. G. Thompson · American Journal of Epidemiology · 1,595

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Explanation in Causal Inference: Methods for Mediation and Interaction

2015 · Tyler J. VanderWeele · 1,540

A tutorial on propensity score estimation for multiple treatments using generalized boosted models

2013 · Daniel F. McCaffrey, Beth Ann Griffin, et al. · Statistics in Medicine · 1,446

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What Are We Weighting For?

2015 · Gary Solon, Steven J. Haider, et al. · The Journal of Human Resources · 1,353

Propensity Score Estimation With Boosted Regression for Evaluating Causal Effects in Observational Studies.

2004 · Daniel F. McCaffrey, Greg Ridgeway, et al. · Psychological Methods · 1,313

Causal inference in statistics : a primer

2016 · Judea Pearl, Madelyn Glymour, et al. · 1,306

Using multiple genetic variants as instrumental variables for modifiable risk factors

2011 · Tom M Palmer, Debbie A Lawlor, et al. · Statistical Methods in Medical Research · 1,286

Mendelian randomization: prospects, potentials, and limitations

2004 · G. D. Smith · International Journal of Epidemiology · 1,234

Doubly Robust Estimation of Causal Effects

2011 · Michele Jonsson Funk, Daniel Westreich, et al. · American Journal of Epidemiology · 1,158

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Works count: 5,677

Citation count: 184,700