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James M. Robins | Researchclopedia

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James M. Robins

Harvard University ORCID

460

Works

71,723

Citations

110

h-index

300

i10-index

Research Topics

Advanced Causal Inference Techniques Statistical Methods and Inference Statistical Methods and Bayesian Inference

Affiliations

Université Paris-Sud2016–2016

Boston University1995–2023

University of North Carolina at Chapel Hill2017–2017

Leiden University2004–2004

Brigham and Women's Hospital1997–1997

Top Works

Marginal Structural Models and Causal Inference in Epidemiology

James M. Robins,Miguel A. Hernán,et al.

20005,453 citations

Statistical Methods in Clinical Trials

Health Systems, Economic Evaluations, Quality of Life

Causal Diagrams for Epidemiologic Research

Sander Greenland,Judea Pearl,et al.

19993,610 citations

Estimation of Regression Coefficients When Some Regressors are not Always Observed

James M. Robins,Andrea Rotnitzky,et al.

19942,693 citations

A Structural Approach to Selection Bias

Miguel A. Hernán,Sonia Hernández–Dı́az,et al.

20042,692 citations

Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available: Table 1.

Miguel A. Hernán,James M. Robins

20162,515 citations

A new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect

James M. Robins

19862,443 citations

Double/debiased machine learning for treatment and structural parameters

Victor Chernozhukov,Denis Chetverikov,et al.

20172,215 citations

Doubly Robust Estimation in Missing Data and Causal Inference Models

Heejung Bang,James M. Robins

20051,908 citations

Identifiability and Exchangeability for Direct and Indirect Effects

James M. Robins,Sander Greenland

19921,785 citations