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Physical Sciences → Mathematics → Statistics and Probability

Advanced Causal Inference Techniques

This cluster of papers focuses on methods for causal inference in observational studies, with an emphasis on reducing the effects of confounding. It covers topics such as propensity score methods, matching methods, regression discontinuity, mediation analysis, instrumental variables, bias correction, and confounding control.

52.4K works worldwide1.1M citations
Causal InferencePropensity ScoreObservational StudiesTreatment EffectsMatching MethodsRegression DiscontinuityMediation AnalysisInstrumental VariablesBias CorrectionConfounding Control

Journals publishing in this area

1Statistics in Medicine cover
Statistics in Medicine
ISSN 0277-67152,589 articles in this topic
305h-index
2Biometrics cover
Biometrics
ISSN 0006-341X1,095 articles in this topic
404h-index
3American Journal of Epidemiology cover
American Journal of Epidemiology
ISSN 0002-9262947 articles in this topic
415h-index
4
Journal of the American Statistical Association
ISSN 0162-1459907 articles in this topic
648h-index
5Journal of Clinical Epidemiology cover
Journal of Clinical Epidemiology
ISSN 0895-4356522 articles in this topic
339h-index
6Biometrika cover
Biometrika
ISSN 0006-3444468 articles in this topic
361h-index
7International Journal of Epidemiology cover
International Journal of Epidemiology
ISSN 0300-5771449 articles in this topic
327h-index
8Journal of Econometrics cover
Journal of Econometrics
ISSN 0304-4076282 articles in this topic
329h-index
9Journal of the Royal Statistical Society Series B (Statistical Methodology) cover
307h-index
10
The Annals of Statistics
ISSN 0090-5364168 articles in this topic
318h-index