Robins, James M.

Marginal Structural Models and Causal Inference in Epidemiology

Robins, J. M., Hernán, M. Á., & Brumback, B. (2000) · Epidemiology

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 5,581

Causal Diagrams for Epidemiologic Research

Greenland, S., Pearl, J., & Robins, J. M. (1999) · Epidemiology

Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference

Cited by 3,728

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

Hernán, M. A., & Robins, J. M. (2016) · American Journal of Epidemiology

Advanced Causal Inference TechniquesMeta-analysis and systematic reviews

Cited by 3,115

A structural approach to selection bias

Hernán, M. A., Hernández-Díaz, S., & Robins, J. M. (2004) · Epidemiology

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 2,844

A New Approach To Causal Inference in Mortality Studies With a Sustained Exposure Period - Application To Control of the Healthy Worker Survivor Effect

Robins, J. (1986) · Mathematical Modelling

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 2,451

Doubly robust estimation in missing data and causal inference models

Bang, H., & Robins, J. M. (2005) · Biometrics

Advanced Causal Inference TechniquesStatistical Methods and Bayesian Inference

Cited by 1,998

Identifiability and exchangeability for direct and indirect effects

Robins, J. M., & Greenland, S. (1992) · Epidemiology

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 1,793

Instruments for Causal Inference: An Epidemiologist's Dream?

Hernán, M. A., & Robins, J. M. (2006) · Epidemiology

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 961

Confounding and Collapsibility in Causal Inference

Greenland, S., Pearl, J., & Robins, J. M. (1999) · Statistical Science

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 933

Correcting for Noncompliance and Dependent Censoring in an AIDS Clinical Trial with Inverse Probability of Censoring Weighted (IPCW) Log‐Rank Tests

Robins, J. M., & Finkelstein, D. M. (2000) · Biometrics

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 877

Transmissibility of 1918 pandemic influenza

Mills, C. E., Robins, J. M., & Lipsitch, M. (2004) · Nature

Influenza Virus Research StudiesMathematical and Theoretical Epidemiology and Ecology Models

Cited by 796

Identifiability, Exchangeability, and Epidemiological Confounding

GREENLAND, S., & ROBINS, J. M. (1986) · International Journal of Epidemiology

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 686

Per-Protocol Analyses of Pragmatic Trials

Hernán, M. A., & Robins, J. M. (2017) · New England Journal of Medicine

Statistical Methods in Clinical TrialsAdvanced Causal Inference Techniques

Cited by 660

Causal Inference from Complex Longitudinal Data

Robins, J. M. (1997) · Lecture Notes in Statistics

Advanced Causal Inference TechniquesStatistical Methods and Bayesian Inference

Cited by 510

Invited commentary: ecologic studies—biases, misconceptions, and counterexamples

Greenland, S., & Robins, J. (1994) · American Journal of Epidemiology

Statistical Methods in EpidemiologyAdvanced Causal Inference Techniques

Cited by 494

Correcting for non-compliance in randomized trials using rank preserving structural failure time models

Robins, J. M., & Tsiatis, A. A. (1991) · Communications in Statistics - Theory and Methods

Statistical Methods in Clinical TrialsStatistical Methods and Inference

Cited by 423

Marginal Mean Models for Dynamic Regimes

Murphy, S. A., van der Laan, M. J., Robins, J. M., & Conduct Problems Prevention Research Group (2001) · Journal of the American Statistical Association

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 393

Data, Design, and Background Knowledge in Etiologic Inference

Robins, J. M. (2001) · Epidemiology

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 358

Control Sampling Strategies for Case-Crossover Studies: An Assessment of Relative Efficiency

Mittleman, M. A., Maclure, M., & Robins, J. M. (1995) · American Journal of Epidemiology

Statistical Methods in EpidemiologyAdvanced Causal Inference Techniques

Cited by 340

A graphical approach to the identification and estimation of causal parameters in mortality studies with sustained exposure periods

Robins, J. (1987) · Journal of Chronic Diseases

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 305

Credible Mendelian Randomization Studies: Approaches for Evaluating the Instrumental Variable Assumptions

Glymour, M. M., Tchetgen Tchetgen, E. J., & Robins, J. M. (2012) · American Journal of Epidemiology

Advanced Causal Inference TechniquesGenetic Associations and Epidemiology

Cited by 292

Estimation and extrapolation of optimal treatment and testing strategies

Robins, J., Orellana, L., & Rotnitzky, A. (2008) · Statistics in Medicine

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 208

Dynamic Regime Marginal Structural Mean Models for Estimation of Optimal Dynamic Treatment Regimes, Part I: Main Content

Orellana, L., Rotnitzky, A., & Robins, J. M. (2010) · The International Journal of Biostatistics

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 202

The identification of synergism in the sufficient-component-cause framework

VanderWeele, T. J., & Robins, J. M. (2007) · Epidemiology

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 183