Rubin, Donald B.

Maximum Likelihood from Incomplete Data Via the EM Algorithm

Dempster, A. P., Laird, N. M., & Rubin, D. B. (1977) · Journal of the Royal Statistical Society Series B: Statistical Methodology

Bayesian Methods and Mixture ModelsStatistical Methods and Bayesian Inference

Cited by 50,444

The central role of the propensity score in observational studies for causal effects

ROSENBAUM, P. R., & RUBIN, D. B. (1983) · Biometrika

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 31,241

Bayesian Data Analysis

Gelman, A., Carlin, J. B., Stern, H. S., & Rubin, D. B. (2003) · Chapman & Hall/CRC eBooks

Statistical Methods and Bayesian InferenceMarkov Chains and Monte Carlo Methods

Cited by 27,276

Multiple Imputation for Nonresponse in Surveys

Rubin, D. B. (1987) · Wiley Series in Probability and Statistics

Statistical Methods and Bayesian InferenceSurvey Sampling and Estimation Techniques

Cited by 20,701

Inference from iterative simulation using multiple sequences

Gelman, A., & Rubin, D. B. (1992) · Statistical Science

Markov Chains and Monte Carlo MethodsStatistical Methods and Bayesian Inference

Cited by 16,627

Inference and missing data

RUBIN, D. B. (1976) · Biometrika

Statistical Methods and Bayesian InferenceStatistical Methods and Inference

Cited by 9,925

Estimating causal effects of treatments in randomized and nonrandomized studies

Rubin, D. B. (1974) · Journal of Educational Psychology

Advanced Causal Inference TechniquesStatistical Methods and Bayesian Inference

Cited by 9,436

Statistical Analysis with Missing Data

Little, R. J. A., & Rubin, D. B. (2002) · Wiley Series in Probability and Statistics

Statistical Methods and Bayesian InferenceStatistical and numerical algorithms

Cited by 8,473

Identification of Causal Effects Using Instrumental Variables

Angrist, J. D., Imbens, G. W., & Rubin, D. B. (1996) · Journal of the American Statistical Association

Advanced Causal Inference TechniquesStatistical Methods and Bayesian Inference

Cited by 4,230

Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction

Imbens, G. W., & Rubin, D. B. (2015) · Cambridge University Press eBooks

Advanced Causal Inference TechniquesStatistical Methods and Bayesian Inference

Cited by 4,210

Multiple imputation after 18+ years

Rubin, D. B. (1996) · Journal of the American Statistical Association

Statistical Methods and Bayesian InferenceSurvey Sampling and Estimation Techniques

Cited by 4,072

Reducing Bias in Observational Studies Using Subclassification on the Propensity Score

Rosenbaum, P. R., & Rubin, D. B. (1984) · Journal of the American Statistical Association

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 3,082

Bayesian inference for causal effects: The role of randomization

Rubin, D. B. (1978) · The Annals of Statistics

Advanced Causal Inference TechniquesStatistical Methods and Bayesian Inference

Cited by 2,503

Comparing correlated correlation coefficients

Meng, X.-L., Rosenthal, R., & Rubin, D. B. (1992) · Psychological Bulletin

Meta-analysis and systematic reviewsPsychometric Methodologies and Testing

Cited by 2,472

Using Propensity Scores to Help Design Observational Studies: Application to the Tobacco Litigation

Rubin, D. B. (2001) · Health Services and Outcomes Research Methodology

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 2,228

Causal Inference Using Potential Outcomes: Design, Modeling, Decisions

Rubin, D. B. (2005) · Journal of the American Statistical Association

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 2,173

Randomization Analysis of Experimental Data: The Fisher Randomization Test Comment

Rubin, D. B. (1980) · Journal of the American Statistical Association

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 1,368

Fully conditional specification in multivariate imputation

Van Buuren, S., Brand, J. P. L., Groothuis-Oudshoorn, C. G. M., & Rubin, D. B. (2006) · Journal of Statistical Computation and Simulation

Statistical Methods and Bayesian InferenceMarkov Chains and Monte Carlo Methods

Cited by 1,217

Interpersonal expectancy effects: the first 345 studies

Rosenthal, R., & Rubin, D. B. (1978) · Behavioral and Brain Sciences

Psychology of Social InfluenceSocial and Intergroup Psychology

Cited by 1,158

The design versus the analysis of observational studies for causal effects: parallels with the design of randomized trials

Rubin, D. B. (2007) · Statistics in Medicine

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 1,047

The Analysis of Social Science Data with Missing Values

LITTLE, R. J. A., & RUBIN, D. B. (1989) · Sociological Methods & Research

Statistical Methods and Bayesian InferenceStatistical Methods and Applications

Cited by 1,016

For objective causal inference, design trumps analysis

Rubin, D. B. (2008) · The Annals of Applied Statistics

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 831

Matching to remove bias in observational studies

Rubin, D. B. (1973) · Biometrics

Advanced Causal Inference TechniquesStatistical Methods in Epidemiology

Cited by 737

Causal Effects in Clinical and Epidemiological Studies Via Potential Outcomes: Concepts and Analytical Approaches

Little, R. J., & Rubin, D. B. (2000) · Annual Review of Public Health

Advanced Causal Inference TechniquesStatistical Methods in Clinical Trials

Cited by 721