Donald B. Rubin

Maximum Likelihood from Incomplete Data Via the EM Algorithm
A. P. Dempster, Nan M. Laird, Donald B. Rubin
1977Journal of the Royal Statistical Society Series B (Statistical Methodology)49K citations
OpenAlex
The central role of the propensity score in observational studies for causal effects
Paul R. Rosenbaum, Donald B. Rubin
1983Biometrika31K citations Open access
OpenAlex
Bayesian Data Analysis
Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson +2 more
1995Chapman & Hall/CRC eBooks27K citations
OpenAlex
Multiple Imputation for Nonresponse in Surveys
Donald B. Rubin
1987Wiley series in probability and statistics21K citations
OpenAlex
Statistical Analysis With Missing Data
Maureen Lahiff, Roderick J. A. Little, Donald B. Rubin
1989Journal of the American Statistical Association17K citations
OpenAlex
Inference from Iterative Simulation Using Multiple Sequences
Andrew Gelman, Donald B. Rubin
1992Statistical Science17K citations Open access
OpenAlex
Inference and missing data
Donald B. Rubin
1976Biometrika9,919 citations
OpenAlex
Estimating causal effects of treatments in randomized and nonrandomized studies.
Donald B. Rubin
1974Journal of Educational Psychology9,352 citations Open access
OpenAlex
Statistical Analysis with Missing Data
Roderick J. A. Little, Donald B. Rubin
2002Wiley series in probability and statistics8,458 citations
OpenAlex
Constructing a Control Group Using Multivariate Matched Sampling Methods That Incorporate the Propensity Score
Paul R. Rosenbaum, Donald B. Rubin
1985The American Statistician4,793 citations
OpenAlex
Statistical Analysis With Missing Data
Subir Ghosh, Roderick J. A. Little, Donald B. Rubin
1988Technometrics4,576 citations
OpenAlex
Constructing a Control Group Using Multivariate Matched Sampling Methods That Incorporate the Propensity Score
Paul R. Rosenbaum, Donald B. Rubin
1985The American Statistician4,337 citations Open access
OpenAlex
Identification of Causal Effects Using Instrumental Variables
Joshua D. Angrist, Guido W. Imbens, Donald B. Rubin
1996Journal of the American Statistical Association4,222 citations
OpenAlex
Causal Inference for Statistics, Social, and Biomedical Sciences
Guido W. Imbens, Donald B. Rubin
2015Cambridge University Press eBooks4,197 citations
OpenAlex
Multiple Imputation After 18+ Years
Donald B. Rubin
1996Journal of the American Statistical Association4,073 citations Open access
OpenAlex
Identification of Causal Effects Using Instrumental Variables
Joshua D. Angrist, Guido W. Imbens, Donald B. Rubin
1996Journal of the American Statistical Association3,960 citations
OpenAlex
The Central Role of the Propensity Score in Observational Studies for Causal Effects
Paul R. Rosenbaum, Donald B. Rubin
1983Biometrika3,263 citations
OpenAlex
Reducing Bias in Observational Studies Using Subclassification on the Propensity Score
Paul R. Rosenbaum, Donald B. Rubin
1984Journal of the American Statistical Association3,195 citations Open access
OpenAlex
Reducing Bias in Observational Studies Using Subclassification on the Propensity Score
Paul R. Rosenbaum, Donald B. Rubin
1984Journal of the American Statistical Association3,078 citations
OpenAlex
Estimating Causal Effects from Large Data Sets Using Propensity Scores
Donald B. Rubin
1997Annals of Internal Medicine2,879 citations
OpenAlex
Bayesian Inference for Causal Effects: The Role of Randomization
Donald B. Rubin
1978The Annals of Statistics2,497 citations Open access
OpenAlex
Comparing correlated correlation coefficients.
Xiao-Li Meng, Robert Rosenthal, Donald B. Rubin
1992Psychological Bulletin2,472 citations Open access
OpenAlex
Multiple Imputation for Nonresponse in Surveys.
Peter J. Lynn, Donald B. Rubin
1988Journal of the Royal Statistical Society Series D (The Statistician)2,330 citations
OpenAlex
Using Propensity Scores to Help Design Observational Studies: Application to the Tobacco Litigation
Donald B. Rubin
2001Health Services and Outcomes Research Methodology2,219 citations
OpenAlex
Statistical Analysis with Missing Data.
Chris Chatfield, Roderick J. A. Little, Donald B. Rubin
1988Journal of the Royal Statistical Society Series A (Statistics in Society)2,203 citations
OpenAlex
Causal Inference Using Potential Outcomes
Donald B. Rubin
2005Journal of the American Statistical Association2,170 citations
OpenAlex
Statistical Analysis with Missing Data, Third Edition
Roderick J. A. Little, Donald B. Rubin
2019Wiley series in probability and statistics2,098 citations
OpenAlex
Statistical Analysis with Missing Data
N. Bo., Roderick J. A. Little, Donald B. Rubin
1988Population2,095 citations
OpenAlex
Maximum Likelihood Estimation via the ECM Algorithm: A General Framework
Xiao‐Li Meng, Donald B. Rubin
1993Biometrika1,860 citations
OpenAlex
Multiple imputation in health‐are databases: An overview and some applications
Donald B. Rubin, Nathaniel Schenker A
1991Statistics in Medicine1,553 citations
OpenAlex
Principal Stratification in Causal Inference
Constantine Frangakis, Donald B. Rubin
2002Biometrics1,519 citations Open access
OpenAlex
Randomization Analysis of Experimental Data: The Fisher Randomization Test Comment
Donald B. Rubin
1980Journal of the American Statistical Association1,366 citations
OpenAlex
Bayesianly Justifiable and Relevant Frequency Calculations for the Applied Statistician
Donald B. Rubin
1984The Annals of Statistics1,344 citations Open access
OpenAlex
A simple, general purpose display of magnitude of experimental effect.
Robert Rosenthal, Donald B. Rubin
1982Journal of Educational Psychology1,231 citations Open access
OpenAlex
Fully conditional specification in multivariate imputation
Stef van Buuren, Jaap Brand, Catharina G. M. Groothuis‐Oudshoorn, Donald B. Rubin
2006Journal of Statistical Computation and Simulation1,217 citations Open access
OpenAlex
The Bayesian Bootstrap
Donald B. Rubin
1981The Annals of Statistics1,197 citations Open access
OpenAlex
Assignment to Treatment Group on the Basis of a Covariate
Donald B. Rubin
1977Journal of Educational Statistics1,191 citations
OpenAlex
Interpersonal expectancy effects: the first 345 studies
Robert Rosenthal, Donald B. Rubin
1978Behavioral and Brain Sciences1,133 citations
OpenAlex
Assessing Sensitivity to an Unobserved Binary Covariate in an Observational Study with Binary Outcome
Peter Rosenbaum, Donald B. Rubin
1983Journal of the Royal Statistical Society Series B (Statistical Methodology)1,124 citations
OpenAlex
Matching Using Estimated Propensity Scores: Relating Theory to Practice
Donald B. Rubin, Neal Thomas
1996Biometrics1,078 citations
OpenAlex
The design versus the analysis of observational studies for causal effects: parallels with the design of randomized trials
Donald B. Rubin
2006Statistics in Medicine1,047 citations Open access
OpenAlex
The Analysis of Social Science Data with Missing Values
Roderick J. A. Little, Donald B. Rubin
1989Sociological Methods & Research1,016 citations
OpenAlex
Inference and Missing Data
Donald B. Rubin
1976Biometrika886 citations
OpenAlex
Contrasts and Effect Sizes in Behavioral Research: A Correlational Approach
Robert Rosenthal, Ralph L. Rosnow, Donald B. Rubin
1999843 citations
OpenAlex
For objective causal inference, design trumps analysis
Donald B. Rubin
2008The Annals of Applied Statistics827 citations Open access
OpenAlex
Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction
Guido W. Imbens, Donald B. Rubin
2015Thammasat University Digital Collections779 citations Open access
OpenAlex
Multiple Imputation for Nonresponse in Surveys
William M. Campion, Donald B. Rubin
1989Journal of Marketing Research775 citations
OpenAlex
Multiple Imputation for Interval Estimation From Simple Random Samples With Ignorable Nonresponse
Donald B. Rubin, Nathaniel Schenker A
1986Journal of the American Statistical Association767 citations
OpenAlex
Matching to Remove Bias in Observational Studies
Donald B. Rubin
1973Biometrics737 citations
OpenAlex
Using Multivariate Matched Sampling and Regression Adjustment to Control Bias in Observational Studies
Donald B. Rubin
1979Journal of the American Statistical Association726 citations
OpenAlex

Most-cited papers