Edit Profile (opens in new tab) Rubin, Donald Bruce Compute Distance To: Compute Author ID: rubin.donald-b Published as: Rubin, Donald B.; Rubin, D. B. External Links: MGP · Wikidata · dblp · GND · IdRef Documents Indexed: 115 Publications since 1973, including 9 Books 1 Contribution as Editor · 1 Further Contribution Biographic References: 1 Publication Co-Authors: 69 Co-Authors with 88 Joint Publications 1,638 Co-Co-Authors all top 5 Co-Authors 29 single-authored 8 Liu, Chuanhai 7 Frangakis, Constantine E. 6 Imbens, Guido Wilhelmus 6 Mealli, Fabrizia 5 Meng, Xiaoli 5 Thomas, Neal 4 Dempster, Arthur Pentland 4 Gelman, Andrew 4 Laird, Nan McKenzie 4 Rosenbaum, Paul Richard 4 Stern, Hal S. 3 Barnard, John P. M. 3 Carlin, John B. 3 Dasgupta, Tirthankar 3 Hill, Jennifer L. 3 Little, Roderick J. A. 3 Lock Morgan, Kari 2 Cochran, William Gemmell 2 Ding, Peng 2 Frumento, Paolo 2 Glynn, Robert J. 2 Hirano, Keisuke 2 Holland, Paul W. 2 Li, Xinran 2 Pacini, Barbara 2 Pillai, Natesh S. 2 Schenker, Nathaniel 2 Stroud, Thomas W. F. 2 Thayer, Dorothy T. 2 Wu, Yingnian 2 Zhang, Junni L. 2 Zhou, Xiao-Hua Andrew 1 Airoldi, Edoardo M. 1 Aitkin, Murray A. 1 An, Ming-Wen 1 Angrist, Joshua David 1 Bakkestrøm, Eskild 1 Barone, John L. 1 Beaton, Albert E. 1 Belin, Thomas R. 1 Bojinov, Iavor I. 1 Brand, Jaap P. L. 1 Branson, Zach J. 1 Christiansen, Karl O. 1 D’Agostino, Ralph B. jun. 1 Dunson, David Brian 1 Ernst, Philip A. 1 Franks, Alexander M. 1 Goodenough, Donald R. 1 Gutman, Roee 1 Hartigan, John A. 1 Heitjan, Daniel F. 1 Hirschhorn, Kurt 1 Hopke, Philip K. 1 Jin, Hui 1 Johansson, Per-Olov 1 Lee, Joseph J. 1 Li, Kimhung 1 Lo, Yungtai 1 Lundsteen, Claes 1 Machover Reinisch, June 1 MacKenzie, Ellen J. 1 Madow, William G. 1 McIntosh, Martin W. 1 Mednick, Sarnoff A. 1 Mendell, Nancy Role 1 Mortensen, Erik Lykke 1 Mukerjee, Rahul 1 Murphy, Susan A. 1 Olkin, Ingram 1 Owen, David Roger Jones 1 Philip, John R. 1 Ridder, Geert 1 Robins, James M. 1 Rotnitzky, Andrea G. 1 Sabbaghi, Arman 1 Sanders, Stephanie A. 1 Schulsinger, Fini 1 Schultzberg, Mårten 1 Stocking, Martha L. 1 Stuart, Elizabeth A. 1 Ten Have, Tom 1 Tsutakawa, Robert K. 1 Tukey, John Wilder 1 van Dyk, David A. 1 Vansteelandt, Stijn 1 Vehtari, Akti 1 Wainer, Howard 1 Waterman, Richard P. 1 Weisberg, Sanford 1 Witkin, Herman A. 1 Xiang, Alice 1 Xie, Yu 1 Zhang, Anru 1 Zhou, Quan all top 5 Serials 18 Journal of the American Statistical Association 17 Biometrika 12 Biometrics 8 The Annals of Statistics 7 Statistical Science 5 Statistica Sinica 4 Journal of the Royal Statistical Society. Series B 3 The Annals of Applied Statistics 2 Technometrics 2 Journal of the Royal Statistical Society. Series C 2 Proceedings of the National Academy of Sciences of the United States of America 2 Journal of the Royal Statistical Society. Series B. Statistical Methodology 2 Biostatistics 2 Chapman & Hall/CRC Texts in Statistical Science Series 2 Wiley Series in Probability and Statistics 1 The American Statistician 1 The Canadian Journal of Statistics 1 Psychometrika 1 Scandinavian Journal of Statistics 1 Econometrica 1 Journal of Econometrics 1 The Review of Economic Studies 1 Sankhyā. Series A. Methods and Techniques 1 Sankhyā. Series B. Methodological 1 Journal of Statistical Computation and Simulation 1 Linear Algebra and its Applications 1 AStA. Allgemeines Statistisches Archiv 1 Statistical Methods in Medical Research 1 Statistical Analysis and Data Mining 1 Wiley Series in Probability and Mathematical Statistics all top 5 Fields 115 Statistics (62-XX) 22 Numerical analysis (65-XX) 6 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 3 History and biography (01-XX) 2 Probability theory and stochastic processes (60-XX) 2 Biology and other natural sciences (92-XX) 1 Computer science (68-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 103 Publications have been cited 10,950 times in 7,659 Documents Cited by ▼ Year ▼ Maximum likelihood from incomplete data via the EM algorithm. Discussion. Zbl 0364.62022Dempster, A. P.; Laird, N. M.; Rubin, D. B. 3,371 1977 Inference from iterative simulation using multiple sequences. Zbl 1386.65060Gelman, Andrew; Rubin, Donald B. 848 1992 Inference and missing data. With comments. Zbl 0344.62034Rubin, Donald B. 823 1976 Statistical analysis with missing data. 2nd ed. Zbl 1011.62004Little, Roderick J. A.; Rubin, Donald B. 575 2002 The central role of the propensity score in observational studies for causal effects. Zbl 0522.62091Rosenbaum, Paul R.; Rubin, Donald B. 506 1983 Statistical analysis with missing data. Zbl 0665.62004Little, Roderick J. A.; Rubin, Donald B. 437 1987 Multiple imputation for nonresponse in surveys. Reprint of the 1987 original. Zbl 1070.62007Rubin, Donald B. 395 2004 Maximum likelihood estimation via the ECM algorithm: A general framework. Zbl 0778.62022Meng, Xiao-Li; Rubin, Donald B. 379 1993 Bayesian data analysis. 3rd revised and updated ed. Zbl 1279.62004Gelman, Andrew; Carlin, John B.; Stern, Hal S.; Dunson, David B.; Vehtari, Akti; Rubin, Donald B. 365 2014 Bayesian data analysis. 2nd ed. Zbl 1039.62018Gelman, Andrew; Carlin, John B.; Stern, Hal S.; Rubin, Donald B. 324 2004 Bayesian inference for causal effects: The role of randomization. Zbl 0383.62021Rubin, Donald B. 223 1978 Identification of causal effects using instrumental variables. (With discussion). Zbl 0897.62130Angrist, Joshua D.; Imbens, Guido W.; Rubin, Donald B. 201 1996 Bayesianly justifiable and relevant frequency calculations for the applied statistician. Zbl 0555.62010Rubin, Donald B. 187 1984 The ECME algorithm: A simple extension of EM and ECM with faster monotone convergence. Zbl 0812.62028Liu, Chuanhai; Rubin, Donald B. 172 1994 Multiple imputation after 18+ years. (With discussion). Zbl 0869.62014Rubin, Donald B. 148 1996 Causal inference for statistics, social, and biomedical sciences. An introduction. Zbl 1355.62002Imbens, Guido W.; Rubin, Donald B. 146 2015 Principal stratification in causal inference. Zbl 1209.62288Frangakis, Constantine E.; Rubin, Donald B. 132 2002 Ignorability and coarse data. Zbl 0745.62004Heitjan, Daniel F.; Rubin, Donald B. 110 1991 Parameter expansion to accelerate EM: the PX-EM algorithm. Zbl 0921.62071Liu, Chuanhai; Rubin, Donald B.; Wu, Ying Nian 91 1998 ML estimation of the \(t\) distribution using EM and its extensions, ECM amd ECME. Zbl 0824.62047Liu, Chuanhai; Rubin, Donald B. 74 1995 Causal inference using potential outcomes: design, modeling, decisions. Zbl 1117.62418Rubin, Donald B. 73 2005 EM algorithms for ML factor analysis. Zbl 0483.62046Rubin, Donald B.; Thayer, Dorothy T. 67 1982 Bayesian inference for causal effects in randomized experiments with noncompliance. Zbl 0877.62005Imbens, Guido W.; Rubin, Donald B. 63 1997 Multiple imputation for interval estimation from simple random samples with ignorable nonresponse. Zbl 0615.62011Rubin, Donald B.; Schenker, Nathaniel 61 1986 Fully conditional specification in multivariate imputation. Zbl 1144.62332van Buuren, S.; Brand, J. P. L.; Groothuis-Oudshoorn, C. G. M.; Rubin, D. B. 58 2006 Addressing complications of intention-to-treat analysis in the combined presence of all-or-none treatment-noncompliance and subsequent missing outcomes. Zbl 0934.62110Frangakis, Constantine E.; Rubin, Donald B. 58 1999 Estimation and hypothesis testing in finite mixture models. Zbl 0576.62038Aitkin, Murray; Rubin, Donald B. 44 1985 Small-sample degrees of freedom with multiple imputation. Zbl 0942.62025Barnard, John; Rubin, Donald B. 41 1999 Assessing the effect of an influenza vaccine in an encouragement design. Zbl 0972.62104Hirano, Keisuke; Imbens, Guido W.; Rubin, Donald B.; Zhou, Xiao-Hua 41 2000 Using the SIR algorithm to simulate posterior distributions. Zbl 0713.62035Rubin, D. B. 40 1988 Direct and indirect causal effects via potential outcomes. Zbl 1065.62189Rubin, Donald B. 39 2004 Controlling bias in observational studies: a review. Zbl 0291.62012Cochran, William G.; Rubin, Donald B. 38 1973 Estimation in covariance components models. Zbl 0485.62068Dempster, A. P.; Rubin, D. B.; Tsutakawa, R. K. 37 1981 Estimating outcome distributions for compliers in instrumental variables models. Zbl 0887.90041Imbens, Guido W.; Rubin, Donald B. 37 1997 Formalizing subjective notions about the effect of nonrespondents in sample surveys. Zbl 0369.62011Rubin, Donald B. 32 1977 Comment on J. Neyman and causal inference in experiments and observational studies: ”On the application of probability theory to agricultural experiments. Essay on principles. Section 9” [Ann. Agric. Sci. 10 (1923), 1–51]. Zbl 0955.01559Rubin, Donald B. 32 1990 Matching using estimated propensity scores: Relating theory to practice. Zbl 0881.62121Rubin, Donald B.; Thomas, Neal 30 1996 Using multivariate matched sampling and regression adjustment to control bias in observational studies. Zbl 0413.62047Rubin, Donald B. 29 1979 For objective causal inference, design trumps analysis. Zbl 1149.62089Rubin, Donald B. 28 2008 Characterizing the estimation of parameters in incomplete-data problems. Zbl 0291.62036Rubin, Donald B. 27 1974 Bayesian data analysis. Repr. Zbl 0914.62018Gelman, Andrew; Carlin, John B.; Stern, Hal S.; Rubin, Donald B. 26 1998 Statistical analysis with missing data. 3rd edition. Zbl 1411.62006Little, Roderick J. A.; Rubin, Donald B. 26 2019 Testing the number of components in a normal mixture. Zbl 0985.62019Lo, Yungtai; Mendell, Nancy R.; Rubin, Donald B. 25 2001 Rerandomization to improve covariate balance in experiments. Zbl 1274.62509Morgan, Kari Lock; Rubin, Donald B. 23 2012 Matched sampling for causal effects. Zbl 1118.62113Rubin, Donald B. 22 2006 Principal stratification approach to broken randomized experiments: A case study of school choice vouchers in New York City. (With comments and a rejoinder by the authors). Zbl 1047.62120Barnard, John; Frangakis, Constantine E.; Hill, Jennifer L.; Rubin, Donald B. 19 2003 Combining panel data sets with attrition and refreshment samples. Zbl 1019.91037Hirano, Keisuke; Imbens, Guido W.; Ridder, Geert; Rubin, Donald B. 19 2001 Bias reduction using Mahalanobis-metric matching. Zbl 0463.62015Rubin, Donald B. 17 1980 Likelihood-based analysis of causal effects of job-training programs using principal stratification. Zbl 1388.62074Zhang, Junni L.; Rubin, Donald B.; Mealli, Fabrizia 16 2009 Principal stratification for causal inference with extended partial compliance. Zbl 1469.62371Jin, Hui; Rubin, Donald B. 16 2008 Ellipsoidally symmetric extensions of the general location model for mixed categorical and continuous data. Zbl 0954.62071Liu, Chuanhai; Rubin, Donald B. 16 1998 Rounding error in regression: The appropriateness of Sheppard’s corrections. Zbl 0513.65099Dempster, Arthur P.; Rubin, Donald B. 15 1983 Multiple imputation in mixture models for nonignorable nonresponse with follow-ups. Zbl 0780.62011Glynn, Robert J.; Laird, Nan M.; Rubin, Donald B. 15 1993 Causal inference from \(2^K\) factorial designs by using potential outcomes. Zbl 1414.62337Dasgupta, Tirthankar; Pillai, Natesh S.; Rubin, Donald B. 15 2015 A method for calibrating false-match rates in record linkage. Zbl 0925.62548Belin, Thomas R.; Rubin, Donald B. 14 1995 Performing likelihood ratio tests with multiply-imputed data sets. Zbl 0754.62041Meng, Xiao-Li; Rubin, Donald B. 14 1992 Causal inference through potential outcomes and principal stratification: application to studies with “censoring” due to death. Zbl 1246.62198Rubin, Donald B. 14 2006 On the global and componentwise rates of convergence of the EM algorithm. Zbl 0818.65153Meng, Xiao-Li; Rubin, Donald B. 14 1994 The acceptability of regression solutions: Another look at computational accuracy. Zbl 0329.62049Beaton, Albert E.; Rubin, Donald B.; Barone, John L. 14 1976 Clustered encouragement designs with individual noncompliance: Bayesian inference with randomization, and application to advance directive forms. Zbl 1134.62319Frangakis, Constantine E.; Rubin, Donald B.; Zhou, Xiao-Hua 13 2002 Affinely invariant matching methods with ellipsoidal distributions. Zbl 0761.62065Rubin, Donald B.; Thomas, Neal 13 1992 Evaluating the effect of training on wages in the presence of noncompliance, nonemployment, and missing outcome data. Zbl 1328.62609Frumento, Paolo; Mealli, Fabrizia; Pacini, Barbara; Rubin, Donald B. 12 2012 Significance levels from repeated \(p\)-values with multiply-imputed data. Zbl 0823.62009Li, Kim-Hung; Meng, Xiao-Li; Raghunathan, T. E.; Rubin, Donald B. 11 1991 Characterizing the effect of matching using linear propensity score methods with normal distributions. Zbl 0765.62098Rubin, Donald B.; Thomas, Neal 11 1992 Principal stratification designs to estimate input data missing due to death. (With discussions and rejoinder). Zbl 1128.62116Frangakis, Constantine E.; Rubin, Donald B.; An, Ming-Wen; MacKenzie, Ellen 10 2007 Clarifying missing at random and related definitions, and implications when coupled with exchangeability. Zbl 1390.62042Mealli, Fabrizia; Rubin, Donald B. 10 2015 Multivariate matching methods that are equal percent bias reducing. I: Some examples. Zbl 0326.62043Rubin, Donald B. 9 1976 The bias due to incomplete matching. Zbl 0607.62137Rosenbaum, Paul R.; Rubin, Donald B. 8 1985 Iteratively reweighted least squares for linear regression when errors are normal/independent distributed. Zbl 0437.62063Dempster, A. P.; Laird, Nan M.; Rubin, Donald B. 8 1980 Addressing an idiosyncrasy in estimating survival curves using double sampling in the presence of self-selected right censoring. Zbl 1209.62220Frangakis, Constantine E.; Rubin, Donald B. 8 2001 Modeling schizophrenic behavior using general mixture components. Zbl 0874.62134Rubin, Donald B.; Wu, Ying Nian 8 1997 Maximum likelihood estimation of factor analysis using the ECME algorithm with complete and incomplete data. Zbl 1008.62710Liu, Chuanhai; Rubin, Donald B. 8 1998 Asymptotic theory of rerandomization in treatment-control experiments. Zbl 1416.62440Li, Xinran; Ding, Peng; Rubin, Donald B. 7 2018 Maximum likelihood estimation via the ECM algorithm: Computing the asymptotic variance. Zbl 0824.62021van Dyk, David A.; Meng, Xiao-Li; Rubin, Donald B. 6 1995 Multiple imputation for multivariate data with missing and below-threshold measurements: time-series concentrations of pollutants in the arctic. Zbl 1209.62359Hopke, Philip K.; Liu, Chuanhai; Rubin, Donald B. 6 2001 Practical implications of modes of statistical inference for causal effects and the critical role of the assignment mechanism. Zbl 0825.62832Rubin, Donald B. 6 1991 Evaluating the effects of job training programs on wages through principal stratification. Zbl 1190.91125Zhang, Junni L.; Rubin, Donald B.; Mealli, Fabrizia 6 2008 Estimating the causal effects of marketing interventions using propensity score methodology. Zbl 1426.62325Rubin, Donald B.; Waterman, Richard P. 6 2006 Comments on the Neyman-Fisher controversy and its consequences. Zbl 1332.62007Sabbaghi, Arman; Rubin, Donald B. 6 2014 Using standard tools from finite population sampling to improve causal inference for complex experiments. Zbl 1398.62213Mukerjee, Rahul; Dasgupta, Tirthankar; Rubin, Donald B. 6 2018 Incomplete data in sample surveys. Volume 2: Theory and bibliographies. Zbl 0561.62008 5 1983 Rerandomization to balance tiers of covariates. Zbl 1373.62417Morgan, Kari Lock; Rubin, Donald B. 5 2015 Affinely invariant matching methods with discriminant mixtures of proportional ellipsoidally symmetric distributions. Zbl 1246.62159Rubin, Donald B.; Stuart, Elizabeth A. 5 2006 Multivariate matching methods that are equal percent bias reducing. II: Maximums on bias reduction for fixed sample sizes. Zbl 0326.62044Rubin, Donald B. 5 1976 Comment: The design and analysis of gold standard randomized experiments. Zbl 1286.62012Rubin, Donald B. 4 2008 Sequential rerandomization. Zbl 1499.62279Zhou, Quan; Ernst, Philip A.; Morgan, Kari Lock; Rubin, Donald B.; Zhang, Anru 3 2018 Drawing inferences from self-selected samples. (Papers from a conference sponsored by Educational Testing Service). Zbl 0613.62148 2 1986 Bayesian break-point forecasting in parallel time series, with application to university admissions. Zbl 0628.62095Rubin, D. B.; Stroud, T. W. F. 2 1987 The ethics of consulting for the tobacco industry. Zbl 1121.62658Rubin, D. B. 2 2002 Noniterative least squares estimates, standard errors and F-tests for analyses of variance with missing data. Zbl 0344.62062Rubin, Donald B. 2 1976 Composite points in weighted least squares regressions. Zbl 0466.62057Rubin, Donald B. 2 1980 Sample size determination using posterior predictive distributions. Zbl 0972.62018Rubin, Donald B.; Stern, Hal S. 2 1998 The variance of a linear combination of independent estimators using estimated weights. Zbl 0323.62023Rubin, Donald B.; Weisberg, Sanford 2 1975 Improving covariate balance in \(2^K\) factorial designs via rerandomization with an application to a New York City Department of Education high school study. Zbl 1454.62236Branson, Zach; Dasgupta, Tirthankar; Rubin, Donald B. 2 2016 Diagnosing missing always at random in multivariate data. Zbl 1435.62187Bojinov, Iavor I.; Pillai, Natesh S.; Rubin, Donald B. 1 2020 Efficiently simulating the coverage properties of interval estimates. Zbl 0614.62035Rubin, D. B.; Schenker, N. 1 1986 Comparing regressions when some predictor values are missing. Zbl 0336.62039Rubin, Donald B. 1 1976 A Fortran algorithm for the additive model in a two-way unbalanced Manova. Zbl 0436.62005Rubin, Donald B.; Stroud, Thomas W. F.; Thayer, Dorothy 1 1978 Markov-normal analysis of iterative simulations before their convergence. Zbl 0866.62079Liu, Chuanhai; Rubin, Donald B. 1 1996 School choice in NY city: a Bayesian analysis of an imperfect randomized experiment. With discussions by S. Ansolabehere, B. W. Junker, A. Gitelman and a rejoinder by the authors. Zbl 1112.62350Barnard, John; Frangakis, Constantine; Hill, Jennifer; Rubin, Donald B. 1 2002 Diagnosing missing always at random in multivariate data. Zbl 1435.62187Bojinov, Iavor I.; Pillai, Natesh S.; Rubin, Donald B. 1 2020 Statistical analysis with missing data. 3rd edition. Zbl 1411.62006Little, Roderick J. A.; Rubin, Donald B. 26 2019 Asymptotic theory of rerandomization in treatment-control experiments. Zbl 1416.62440Li, Xinran; Ding, Peng; Rubin, Donald B. 7 2018 Using standard tools from finite population sampling to improve causal inference for complex experiments. Zbl 1398.62213Mukerjee, Rahul; Dasgupta, Tirthankar; Rubin, Donald B. 6 2018 Sequential rerandomization. Zbl 1499.62279Zhou, Quan; Ernst, Philip A.; Morgan, Kari Lock; Rubin, Donald B.; Zhang, Anru 3 2018 Improving covariate balance in \(2^K\) factorial designs via rerandomization with an application to a New York City Department of Education high school study. Zbl 1454.62236Branson, Zach; Dasgupta, Tirthankar; Rubin, Donald B. 2 2016 The fragility of standard inferential approaches in principal stratification models relative to direct likelihood approaches. Zbl 07260579Frumento, Paolo; Mealli, Fabrizia; Pacini, Barbara; Rubin, Donald B. 1 2016 Causal inference for statistics, social, and biomedical sciences. An introduction. Zbl 1355.62002Imbens, Guido W.; Rubin, Donald B. 146 2015 Causal inference from \(2^K\) factorial designs by using potential outcomes. Zbl 1414.62337Dasgupta, Tirthankar; Pillai, Natesh S.; Rubin, Donald B. 15 2015 Clarifying missing at random and related definitions, and implications when coupled with exchangeability. Zbl 1390.62042Mealli, Fabrizia; Rubin, Donald B. 10 2015 Rerandomization to balance tiers of covariates. Zbl 1373.62417Morgan, Kari Lock; Rubin, Donald B. 5 2015 Bayesian data analysis. 3rd revised and updated ed. Zbl 1279.62004Gelman, Andrew; Carlin, John B.; Stern, Hal S.; Dunson, David B.; Vehtari, Akti; Rubin, Donald B. 365 2014 Comments on the Neyman-Fisher controversy and its consequences. Zbl 1332.62007Sabbaghi, Arman; Rubin, Donald B. 6 2014 Rerandomization to improve covariate balance in experiments. Zbl 1274.62509Morgan, Kari Lock; Rubin, Donald B. 23 2012 Evaluating the effect of training on wages in the presence of noncompliance, nonemployment, and missing outcome data. Zbl 1328.62609Frumento, Paolo; Mealli, Fabrizia; Pacini, Barbara; Rubin, Donald B. 12 2012 Analyses that inform policy decisions. Zbl 1274.62784Gutman, R.; Rubin, D. B. 1 2012 Likelihood-based analysis of causal effects of job-training programs using principal stratification. Zbl 1388.62074Zhang, Junni L.; Rubin, Donald B.; Mealli, Fabrizia 16 2009 For objective causal inference, design trumps analysis. Zbl 1149.62089Rubin, Donald B. 28 2008 Principal stratification for causal inference with extended partial compliance. Zbl 1469.62371Jin, Hui; Rubin, Donald B. 16 2008 Evaluating the effects of job training programs on wages through principal stratification. Zbl 1190.91125Zhang, Junni L.; Rubin, Donald B.; Mealli, Fabrizia 6 2008 Comment: The design and analysis of gold standard randomized experiments. Zbl 1286.62012Rubin, Donald B. 4 2008 Principal stratification designs to estimate input data missing due to death. (With discussions and rejoinder). Zbl 1128.62116Frangakis, Constantine E.; Rubin, Donald B.; An, Ming-Wen; MacKenzie, Ellen 10 2007 Fully conditional specification in multivariate imputation. Zbl 1144.62332van Buuren, S.; Brand, J. P. L.; Groothuis-Oudshoorn, C. G. M.; Rubin, D. B. 58 2006 Matched sampling for causal effects. Zbl 1118.62113Rubin, Donald B. 22 2006 Causal inference through potential outcomes and principal stratification: application to studies with “censoring” due to death. Zbl 1246.62198Rubin, Donald B. 14 2006 Estimating the causal effects of marketing interventions using propensity score methodology. Zbl 1426.62325Rubin, Donald B.; Waterman, Richard P. 6 2006 Affinely invariant matching methods with discriminant mixtures of proportional ellipsoidally symmetric distributions. Zbl 1246.62159Rubin, Donald B.; Stuart, Elizabeth A. 5 2006 Causal inference using potential outcomes: design, modeling, decisions. Zbl 1117.62418Rubin, Donald B. 73 2005 Multiple imputation for nonresponse in surveys. Reprint of the 1987 original. Zbl 1070.62007Rubin, Donald B. 395 2004 Bayesian data analysis. 2nd ed. Zbl 1039.62018Gelman, Andrew; Carlin, John B.; Stern, Hal S.; Rubin, Donald B. 324 2004 Direct and indirect causal effects via potential outcomes. Zbl 1065.62189Rubin, Donald B. 39 2004 Principal stratification approach to broken randomized experiments: A case study of school choice vouchers in New York City. (With comments and a rejoinder by the authors). Zbl 1047.62120Barnard, John; Frangakis, Constantine E.; Hill, Jennifer L.; Rubin, Donald B. 19 2003 Statistical analysis with missing data. 2nd ed. Zbl 1011.62004Little, Roderick J. A.; Rubin, Donald B. 575 2002 Principal stratification in causal inference. Zbl 1209.62288Frangakis, Constantine E.; Rubin, Donald B. 132 2002 Clustered encouragement designs with individual noncompliance: Bayesian inference with randomization, and application to advance directive forms. Zbl 1134.62319Frangakis, Constantine E.; Rubin, Donald B.; Zhou, Xiao-Hua 13 2002 The ethics of consulting for the tobacco industry. Zbl 1121.62658Rubin, D. B. 2 2002 School choice in NY city: a Bayesian analysis of an imperfect randomized experiment. With discussions by S. Ansolabehere, B. W. Junker, A. Gitelman and a rejoinder by the authors. Zbl 1112.62350Barnard, John; Frangakis, Constantine; Hill, Jennifer; Rubin, Donald B. 1 2002 Model-based analysis to improve the performance of iterative simulations. Zbl 1002.62023Liu, Chuanhai; Rubin, Donald B. 1 2002 Testing the number of components in a normal mixture. Zbl 0985.62019Lo, Yungtai; Mendell, Nancy R.; Rubin, Donald B. 25 2001 Combining panel data sets with attrition and refreshment samples. Zbl 1019.91037Hirano, Keisuke; Imbens, Guido W.; Ridder, Geert; Rubin, Donald B. 19 2001 Addressing an idiosyncrasy in estimating survival curves using double sampling in the presence of self-selected right censoring. Zbl 1209.62220Frangakis, Constantine E.; Rubin, Donald B. 8 2001 Multiple imputation for multivariate data with missing and below-threshold measurements: time-series concentrations of pollutants in the arctic. Zbl 1209.62359Hopke, Philip K.; Liu, Chuanhai; Rubin, Donald B. 6 2001 Assessing the effect of an influenza vaccine in an encouragement design. Zbl 0972.62104Hirano, Keisuke; Imbens, Guido W.; Rubin, Donald B.; Zhou, Xiao-Hua 41 2000 Addressing complications of intention-to-treat analysis in the combined presence of all-or-none treatment-noncompliance and subsequent missing outcomes. Zbl 0934.62110Frangakis, Constantine E.; Rubin, Donald B. 58 1999 Small-sample degrees of freedom with multiple imputation. Zbl 0942.62025Barnard, John; Rubin, Donald B. 41 1999 Parameter expansion to accelerate EM: the PX-EM algorithm. Zbl 0921.62071Liu, Chuanhai; Rubin, Donald B.; Wu, Ying Nian 91 1998 Bayesian data analysis. Repr. Zbl 0914.62018Gelman, Andrew; Carlin, John B.; Stern, Hal S.; Rubin, Donald B. 26 1998 Ellipsoidally symmetric extensions of the general location model for mixed categorical and continuous data. Zbl 0954.62071Liu, Chuanhai; Rubin, Donald B. 16 1998 Maximum likelihood estimation of factor analysis using the ECME algorithm with complete and incomplete data. Zbl 1008.62710Liu, Chuanhai; Rubin, Donald B. 8 1998 Sample size determination using posterior predictive distributions. Zbl 0972.62018Rubin, Donald B.; Stern, Hal S. 2 1998 Bayesian inference for causal effects in randomized experiments with noncompliance. Zbl 0877.62005Imbens, Guido W.; Rubin, Donald B. 63 1997 Estimating outcome distributions for compliers in instrumental variables models. Zbl 0887.90041Imbens, Guido W.; Rubin, Donald B. 37 1997 Modeling schizophrenic behavior using general mixture components. Zbl 0874.62134Rubin, Donald B.; Wu, Ying Nian 8 1997 Identification of causal effects using instrumental variables. (With discussion). Zbl 0897.62130Angrist, Joshua D.; Imbens, Guido W.; Rubin, Donald B. 201 1996 Multiple imputation after 18+ years. (With discussion). Zbl 0869.62014Rubin, Donald B. 148 1996 Matching using estimated propensity scores: Relating theory to practice. Zbl 0881.62121Rubin, Donald B.; Thomas, Neal 30 1996 Markov-normal analysis of iterative simulations before their convergence. Zbl 0866.62079Liu, Chuanhai; Rubin, Donald B. 1 1996 ML estimation of the \(t\) distribution using EM and its extensions, ECM amd ECME. Zbl 0824.62047Liu, Chuanhai; Rubin, Donald B. 74 1995 A method for calibrating false-match rates in record linkage. Zbl 0925.62548Belin, Thomas R.; Rubin, Donald B. 14 1995 Maximum likelihood estimation via the ECM algorithm: Computing the asymptotic variance. Zbl 0824.62021van Dyk, David A.; Meng, Xiao-Li; Rubin, Donald B. 6 1995 The ECME algorithm: A simple extension of EM and ECM with faster monotone convergence. Zbl 0812.62028Liu, Chuanhai; Rubin, Donald B. 172 1994 On the global and componentwise rates of convergence of the EM algorithm. Zbl 0818.65153Meng, Xiao-Li; Rubin, Donald B. 14 1994 Maximum likelihood estimation via the ECM algorithm: A general framework. Zbl 0778.62022Meng, Xiao-Li; Rubin, Donald B. 379 1993 Multiple imputation in mixture models for nonignorable nonresponse with follow-ups. Zbl 0780.62011Glynn, Robert J.; Laird, Nan M.; Rubin, Donald B. 15 1993 Inference from iterative simulation using multiple sequences. Zbl 1386.65060Gelman, Andrew; Rubin, Donald B. 848 1992 Performing likelihood ratio tests with multiply-imputed data sets. Zbl 0754.62041Meng, Xiao-Li; Rubin, Donald B. 14 1992 Affinely invariant matching methods with ellipsoidal distributions. Zbl 0761.62065Rubin, Donald B.; Thomas, Neal 13 1992 Characterizing the effect of matching using linear propensity score methods with normal distributions. Zbl 0765.62098Rubin, Donald B.; Thomas, Neal 11 1992 Ignorability and coarse data. Zbl 0745.62004Heitjan, Daniel F.; Rubin, Donald B. 110 1991 Significance levels from repeated \(p\)-values with multiply-imputed data. Zbl 0823.62009Li, Kim-Hung; Meng, Xiao-Li; Raghunathan, T. E.; Rubin, Donald B. 11 1991 Practical implications of modes of statistical inference for causal effects and the critical role of the assignment mechanism. Zbl 0825.62832Rubin, Donald B. 6 1991 Comment on J. Neyman and causal inference in experiments and observational studies: ”On the application of probability theory to agricultural experiments. Essay on principles. Section 9” [Ann. Agric. Sci. 10 (1923), 1–51]. Zbl 0955.01559Rubin, Donald B. 32 1990 Using the SIR algorithm to simulate posterior distributions. Zbl 0713.62035Rubin, D. B. 40 1988 Statistical analysis with missing data. Zbl 0665.62004Little, Roderick J. A.; Rubin, Donald B. 437 1987 Bayesian break-point forecasting in parallel time series, with application to university admissions. Zbl 0628.62095Rubin, D. B.; Stroud, T. W. F. 2 1987 Multiple imputation for interval estimation from simple random samples with ignorable nonresponse. Zbl 0615.62011Rubin, Donald B.; Schenker, Nathaniel 61 1986 Drawing inferences from self-selected samples. (Papers from a conference sponsored by Educational Testing Service). Zbl 0613.62148 2 1986 Efficiently simulating the coverage properties of interval estimates. Zbl 0614.62035Rubin, D. B.; Schenker, N. 1 1986 Estimation and hypothesis testing in finite mixture models. Zbl 0576.62038Aitkin, Murray; Rubin, Donald B. 44 1985 The bias due to incomplete matching. Zbl 0607.62137Rosenbaum, Paul R.; Rubin, Donald B. 8 1985 Bayesianly justifiable and relevant frequency calculations for the applied statistician. Zbl 0555.62010Rubin, Donald B. 187 1984 The central role of the propensity score in observational studies for causal effects. Zbl 0522.62091Rosenbaum, Paul R.; Rubin, Donald B. 506 1983 Rounding error in regression: The appropriateness of Sheppard’s corrections. Zbl 0513.65099Dempster, Arthur P.; Rubin, Donald B. 15 1983 Incomplete data in sample surveys. Volume 2: Theory and bibliographies. Zbl 0561.62008 5 1983 EM algorithms for ML factor analysis. Zbl 0483.62046Rubin, Donald B.; Thayer, Dorothy T. 67 1982 Estimation in covariance components models. Zbl 0485.62068Dempster, A. P.; Rubin, D. B.; Tsutakawa, R. K. 37 1981 Bias reduction using Mahalanobis-metric matching. Zbl 0463.62015Rubin, Donald B. 17 1980 Iteratively reweighted least squares for linear regression when errors are normal/independent distributed. Zbl 0437.62063Dempster, A. P.; Laird, Nan M.; Rubin, Donald B. 8 1980 Composite points in weighted least squares regressions. Zbl 0466.62057Rubin, Donald B. 2 1980 Using multivariate matched sampling and regression adjustment to control bias in observational studies. Zbl 0413.62047Rubin, Donald B. 29 1979 Bayesian inference for causal effects: The role of randomization. Zbl 0383.62021Rubin, Donald B. 223 1978 A Fortran algorithm for the additive model in a two-way unbalanced Manova. Zbl 0436.62005Rubin, Donald B.; Stroud, Thomas W. F.; Thayer, Dorothy 1 1978 Maximum likelihood from incomplete data via the EM algorithm. Discussion. Zbl 0364.62022Dempster, A. P.; Laird, N. M.; Rubin, D. B. 3,371 1977 Formalizing subjective notions about the effect of nonrespondents in sample surveys. Zbl 0369.62011Rubin, Donald B. 32 1977 Inference and missing data. With comments. Zbl 0344.62034Rubin, Donald B. 823 1976 The acceptability of regression solutions: Another look at computational accuracy. Zbl 0329.62049Beaton, Albert E.; Rubin, Donald B.; Barone, John L. 14 1976 Multivariate matching methods that are equal percent bias reducing. I: Some examples. Zbl 0326.62043Rubin, Donald B. 9 1976 Multivariate matching methods that are equal percent bias reducing. II: Maximums on bias reduction for fixed sample sizes. Zbl 0326.62044Rubin, Donald B. 5 1976 Noniterative least squares estimates, standard errors and F-tests for analyses of variance with missing data. Zbl 0344.62062Rubin, Donald B. 2 1976 Comparing regressions when some predictor values are missing. Zbl 0336.62039Rubin, Donald B. 1 1976 ...and 3 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 11,931 Authors 59 Molenberghs, Geert 53 McNicholas, Paul D. 48 Lachos Dávila, Víctor Hugo 47 Lin, Tsung I. 39 Balakrishnan, Narayanaswamy 35 Ganjali, Mojtaba 34 Punzo, Antonio 28 Rubin, Donald Bruce 28 Small, Dylan S. 28 Verbeke, Geert N. 26 Ibrahim, Joseph George 26 Wang, Wan-Lun 25 Celeux, Gilles 25 Tang, Niansheng 25 Tian, Guoliang 24 Bolfarine, Heleno 24 Gelman, Andrew 23 Bartolucci, Francesco 23 Little, Roderick J. 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Robert 13 Vermunt, Jeroen K. 13 Zhu, Xuwen 12 Banerjee, Sudipto 12 Daniels, Michael J. 12 Follmann, Dean A. 12 Hoijtink, Herbert 12 Huang, Yangxin 12 Imbens, Guido Wilhelmus 12 Jacques, Julien 12 Kim, Hea-Jung 12 Kim, Jae Kwang 12 Latouche, Pierre 12 Lesaffre, Emmanuel M. E. H. 12 Meng, Xiaoli 12 Ortega, Edwin Moises Marcos 12 Robin, Stéphane 12 Samson, Adeline 12 Vilca, Filidor 12 Zhou, Xiao-Hua Andrew 12 Zhu, Lixing 11 Arslan, Olcay 11 Bühlmann, Peter 11 Cabral, Celso Rômulo Barbosa 11 Elliott, Michael R. 11 Fitzmaurice, Garrett Martin 11 Mulder, Joris 11 Pan, Wei 11 Scharfstein, Daniel O. 11 Schaubel, Douglas E. 11 Suchard, Marc A. ...and 11,831 more Authors all top 5 Cited in 443 Serials 654 Computational Statistics and Data Analysis 376 Biometrics 297 The Annals of Applied Statistics 264 Journal of Applied Statistics 259 Psychometrika 224 Journal of Statistical Computation and Simulation 217 Journal of Statistical Planning and Inference 203 Communications in Statistics. 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