专题: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.
最新文献
Breadth versus depth: balancing variables, sample size, and quality in Chinese cohort studies

article Full Text OpenAlex

Platform Trials to Assess Therapeutics in Patients Hospitalized With Influenza

review Full Text OpenAlex

Revisiting Event-Study Designs: Robust and Efficient Estimation

article Full Text OpenAlex

Mediation Analysis with the Mediator and Outcome Missing Not at Random

article Full Text OpenAlex

Enhancing Precision: Unveiling Individualized Treatment Effects with Advanced Computational Methods

preprint Full Text OpenAlex

Case Study and Selection

book-chapter Full Text OpenAlex

For a Proper Use of Frequentist Inferential Statistics in Public Health

preprint Full Text OpenAlex

Statistical analysis of observational studies in disability research

review Full Text OpenAlex

Confounding and Interaction

book-chapter Full Text OpenAlex

A fast bootstrap algorithm for causal inference with large data

article Full Text OpenAlex

近5年高被引文献
Difference-in-differences with variation in treatment timing

article Full Text OpenAlex 5870 FWCI1028.26611839

How much should we trust staggered difference-in-differences estimates?

article Full Text OpenAlex 2450 FWCI927.13608303

What’s trending in difference-in-differences? A synthesis of the recent econometrics literature

article Full Text OpenAlex 1333 FWCI786.70493688

Revisiting Event-Study Designs: Robust and Efficient Estimation

article Full Text OpenAlex 1250 FWCI1766.11030047

Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects

article Full Text OpenAlex 1184 FWCI228.38744281

Mendelian randomisation for mediation analysis: current methods and challenges for implementation

article Full Text OpenAlex 1050 FWCI138.73266356

Direct and Indirect Effects

article Full Text OpenAlex 920 FWCI81.04225381

A More Credible Approach to Parallel Trends

article Full Text OpenAlex 832 FWCI493.60626316

An introduction to inverse probability of treatment weighting in observational research

article Full Text OpenAlex 711 FWCI107.92221268

How Much Should We Trust Staggered Difference-In-Differences Estimates?

article Full Text OpenAlex 671 FWCI128.56592891