Advanced Causal Inference Techniques
Topics
Description: 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, mat... more
Related topics (siblings) Advanced Statistical Methods and Models, Approximation Theory and Sequence Spaces, Benford’s Law and Fraud Detection, Census and Population Estimation, Cognitive and developmental aspects of mathematical skills +14 more
Subfield (parent): Statistics and Probability
Field: Mathematics
Domain: Physical Sciences
Works count: 25,610
Citations count: 948,700
The central role of the propensity score in observational studies for causal effects
1983 · Paul R. Rosenbaum, Donald B. Rubin · Biometrika
An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies
2011 · Peter C. Austin · Multivariate Behavioral Research
Estimating causal effects of treatments in randomized and nonrandomized studies.
1974 · Donald B. Rubin · Journal of Educational Psychology