Roderick J. A. Little

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All published works

Action	Title	Year	Authors
+	Seminal Ideas and Controversies in Statistics	2025	Roderick J. A. Little
+	Fiducial Inference and the Behrens-Fisher Problem	2025	Roderick J. A. Little
+	Randomization in Survey Sampling	2025	Roderick J. A. Little
+	Propensity Score Methods	2025	Roderick J. A. Little
+	Randomized Clinical Trials and the Neyman/Rubin Causal Model	2025	Roderick J. A. Little
+	Alternatives to Least Squares in Regression	2025	Roderick J. A. Little
+	Nonresponse Bias Analysis in Longitudinal Studies: A Comparative Review with an Application to the Early Childhood Longitudinal Study	2024	Yajuan Si Roderick J. A. Little Ya Mo Nell Sedransk
+	Missing Data Analysis	2024	Roderick J. A. Little
+ PDF Chat	The “Law of Large Populations” Does Not Herald a Paradigm Shift in Survey Sampling	2023	Roderick J. A. Little
+	Multiple imputation of more than one environmental exposure with nondifferential measurement error	2023	Yuanzhi Yu Roderick J. A. Little Matthew S. Perzanowski Qixuan Chen
+	Some Reflections on Rosenbaum and Rubin’s Propensity Score Paper	2023	Roderick J. A. Little
+ PDF Chat	A Case Study of Nonresponse Bias Analysis in Educational Assessment Surveys	2022	Yajuan Si Roderick J. A. Little Ya Mo Nell Sedransk
+ PDF Chat	Addressing Disparities in the Propensity Score Distributions for Treatment Comparisons from Observational Studies	2022	Tingting Zhou Michael R. Elliott Roderick J. A. Little
+ PDF Chat	Likelihood‐Based Inference for the Finite Population Mean with Post‐Stratification Information Under Non‐Ignorable Non‐Response	2022	Sahar Z. Zangeneh Roderick J. A. Little
+ PDF Chat	Accounting for survey design in Bayesian disaggregation of survey-based areal estimates of proportions: An application to the American Community Survey	2022	Marco H. Benedetti Veronica J. Berrocal Roderick J. A. Little
+	A Comparison of Three Popular Methods for Handling Missing Data: Complete-Case Analysis, Inverse Probability Weighting, and Multiple Imputation	2022	Roderick J. A. Little James R. Carpenter Katherine J. Lee
+	Nonresponse Bias Analysis in Longitudinal Studies: A Comparative Review with an Application to the Early Childhood Longitudinal Study	2022	Yajuan Si Roderick J. A. Little Ya Mo Nell Sedransk
+	Multiple Imputation with Massive Data: An Application to the Panel Study of Income Dynamics	2021	Yajuan Si Steve Heeringa David Read Johnson Roderick J. A. Little Wenshuo Liu Fabian T. Pfeffer Trivellore E. Raghunathan
+	A Simulation Study of Diagnostics for Selection Bias	2021	Philip S. Boonstra Roderick J. A. Little Brady T. West Rebecca Andridge Fernanda Alvarado‐Leiton
+	Assessing selection bias in regression coefficients estimated from nonprobability samples with applications to genetics and demographic surveys	2021	Brady T. West Roderick J. A. Little Rebecca Andridge Philip S. Boonstra Erin B. Ware Anita Pandit Fernanda Alvarado‐Leiton
+	Estimands, Estimators, and Estimates	2021	Roderick J. A. Little Roger Lewis
+ PDF Chat	Robust Causal Estimation from Observational Studies Using Penalized Spline of Propensity Score for Treatment Comparison	2021	Tingting Zhou Michael R. Elliott Roderick J. A. Little
+ PDF Chat	Bayesian sensitivity analyses for longitudinal data with dropouts that are potentially missing not at random: A high dimensional pattern‐mixture model	2021	Niko Kaciroti Roderick J. A. Little
+	A Case Study of Nonresponse Bias Analysis	2021	Yajuan Si Roderick J. A. Little Ya Mo Nell Sedransk
+ PDF Chat	Framework for the treatment and reporting of missing data in observational studies: The Treatment And Reporting of Missing data in Observational Studies framework	2021	Katherine J. Lee Kate Tilling Rosie Cornish Roderick J. A. Little Melanie L. Bell Els Goetghebeur Joseph W. Hogan James R. Carpenter
+ PDF Chat	A comparison of parametric propensity <scp>score‐based</scp> methods for causal inference with multiple treatments and a binary outcome	2021	Youfei Yu Min Zhang Xu Shi Megan E.V. Caram Roderick J. A. Little Bhramar Mukherjee
+ PDF Chat	Spline Pattern-Mixture Models for Missing Data	2021	Ye Yang Roderick J. A. Little
+	Accounting for survey design in Bayesian disaggregation of survey-based areal estimates of proportions: an application to the American Community Survey	2021	Marco H. Benedetti Veronica J. Berrocal Roderick J. A. Little
+	A Case Study of Nonresponse Bias Analysis In Educational Assessment Surveys	2021	Yajuan Si Roderick J. A. Little Ya Mo Nell Sedransk
+	Missing Data Assumptions	2020	Roderick J. A. Little
+ PDF Chat	Proxy Pattern-Mixture Analysis for a Binary Variable Subject to Nonresponse	2020	Rebecca Andridge Roderick J. A. Little
+	Measures of Selection Bias in Regression Coefficients Estimated from Non-Probability Samples	2020	Brady T. West Roderick J. A. Little Rebecca Andridge Philip S. Boonstra Erin B. Ware Anita Pandit Fernanda Alvarado‐Leiton
+	Assessing Selection Bias in Regression Coefficients Estimated from Non-Probability Samples, with Applications to Genetics and Demographic Surveys	2020	Brady T. West Roderick J. A. Little Rebecca Andridge Philip S. Boonstra Erin B. Ware Anita Pandit Fernanda Alvarado‐Leiton
+	Multiple Imputation with Massive Data: An Application to the Panel Study of Income Dynamics	2020	Yajuan Si Steve Heeringa David Read Johnson Roderick J. A. Little Wenshuo Liu Fabian T. Pfeffer Raghunathan Trivellore
+	Assessing Selection Bias in Regression Coefficients Estimated from Non-Probability Samples, with Applications to Genetics and Demographic Surveys	2020	Brady T. West Roderick J. A. Little Rebecca Andridge Philip S. Boonstra Erin B. Ware Anita Pandit Fernanda Alvarado‐Leiton
+ PDF Chat	Comment: “Models as Approximations I: Consequences Illustrated with Linear Regression” by A. Buja, R. Berk, L. Brown, E. George, E. Pitkin, L. Zhan and K. Zhang	2019	Roderick J. A. Little
+ PDF Chat	Indices of Non-Ignorable Selection Bias for Proportions Estimated from Non-Probability Samples	2019	Rebecca Andridge Brady T. West Roderick J. A. Little Philip S. Boonstra Fernanda Alvarado‐Leiton
+ PDF Chat	University of Pennsylvania 11th annual conference on statistical issues in clinical trials: Estimands, missing data and sensitivity analysis (afternoon panel session)	2019	Roderick J. A. Little Eric J. Tchetgen Tchetgen Andrea B. Troxel
+ PDF Chat	Sequential imputation for models with latent variables assuming latent ignorability	2019	Lauren J. Beesley Jeremy M. G. Taylor Roderick J. A. Little
+	Measures of the Degree of Departure from Ignorable Sample Selection	2019	Roderick J. A. Little Brady T. West Philip S. Boonstra Jingwei Hu
+ PDF Chat	References	2019	Roderick J. A. Little Donald B. Rubin
+	Penalized Spline of Propensity Methods for Treatment Comparison: Rejoinder	2019	Tingting Zhou Michael R. Elliott Roderick J. A. Little
+ PDF Chat	Penalized Spline of Propensity Methods for Treatment Comparison	2019	Tingting Zhou Michael R. Elliott Roderick J. A. Little
+	A simulation study of diagnostics for bias in non-probability samples	2019	Philip S. Boonstra Roderick J. A. Little Brady T. West Rebecca Andridge Fernanda Alvarado‐Leiton
+	Penalized Spline of Propensity Methods for Treatment Comparison	2019	Tingting Zhou Michael R. Elliott Roderick J. A. Little
+	Wiley Series In Survey Methodology	2018	Timothy P. Johnson Beth‐Ellen Pennell Ineke Stoop Brita Dorer W. A. Shewhart Samuel Wilks Mick P. Couper Graham Kalton Jagannatha K.S. Rao Norbert Schwarz
+	On algorithmic and modeling approaches to imputation in large data sets	2018	Roderick J. A. Little
+ PDF Chat	Comparative Study of Confidence Intervals for Proportions in Complex Sample Surveys†	2018	Carolina Franco Roderick J. A. Little Thomas A. Louis Eric Slud
+	Univariate missing data	2018	Roderick J. A. Little
+	Comment on “confidence, credibility and prediction”	2018	Roderick J. A. Little
+ PDF Chat	Redefine statistical significance	2017	Daniel J. Benjamin James O. Berger Magnus Johannesson Brian A. Nosek Eric‐Jan Wagenmakers Richard A. Berk Kenneth A. Bollen Björn Brembs Lawrence Brown Colin F. Camerer
+ PDF Chat	Redefine statistical significance	2017	Daniel J. Benjamin James M. Berger Magnus Johannesson Brian A. Nosek Eric‐Jan Wagenmakers Richard A. Berk Kenneth A. Bollen Björn Brembs Lawrence Brown Colin F. Camerer
+	Approaches to Improving Survey-Weighted Estimates	2017	Qixuan Chen Michael R. Elliott David Haziza Ye Yang Malay Ghosh Roderick J. A. Little J. Sedransk Mary E. Thompson
+	Selection Model (Missing Data)	2016	Roderick J. A. Little
+	The treatment of missing data in a large cardiovascular clinical outcomes study	2016	Roderick J. A. Little Julia Wang Xiang Sun Hong Tian Eun-Young Suh Michael Lee Troy C. Sarich Leonard Oppenheimer Alexei N. Plotnikov Janet Wittes
+ PDF Chat	Analyzing clinical trial outcomes based on incomplete daily diary reports	2016	Neal Thomas Ofer Harel Roderick J. A. Little
+	Conditions for Ignoring the Missing-Data Mechanism in Likelihood Inferences for Parameter Subsets	2016	Roderick J. A. Little Donald B. Rubin Sahar Z. Zangeneh
+	Missing Data/Imputation	2015	Roderick J. A. Little
+ PDF Chat	Calibrated Bayes, an inferential paradigm for official statistics in the era of big data	2015	Roderick J. A. Little
+	Bayesian Inference for the Finite Population Total from a Heteroscedastic Probability Proportional to Size Sample	2015	Sahar Z. Zangeneh Roderick J. A. Little
+ PDF Chat	Discussion of “On Bayesian Estimation of Marginal Structural Models”	2015	Michael R. Elliott Roderick J. A. Little
+	Missing not at random models for masked clinical trials with dropouts	2015	Shan Kang Roderick J. A. Little Niko Kaciroti
+	Missing Data	2015	Roderick J. A. Little Donald B. Rubin
+ PDF Chat	Intention‐to‐treat analysis with treatment discontinuation and missing data in clinical trials	2014	Roderick J. A. Little Shan Kang
+	A comparison of doubly robust estimators of the mean with missing data	2014	Ye Yang Roderick J. A. Little
+	Dropouts in Longitudinal Studies: Methods of Analysis	2014	Roderick J. A. Little
+	Missing Data	2014	Roderick J. A. Little
+	Incomplete Data	2014	Roderick J. A. Little Donald B. Rubin
+ PDF Chat	Subsample ignorable likelihood for accelerated failure time models with missing predictors	2014	Nanhua Zhang Roderick J. A. Little
+	Statistical Modeling Methodology for the Voting Rights Act Section 203 Language Assistance Determinations	2013	Patrick M. Joyce Donald Malec Roderick J. A. Little Aaron Gilary Alfredo Menéndez Navarro Mark Asiala
+ PDF Chat	In Praise of Simplicity not Mathematistry! Ten Simple Powerful Ideas for the Statistical Scientist	2013	Roderick J. A. Little
+	Regression Calibration Is Valid When Properly Applied	2013	Ying Guo Roderick J. A. Little
+	MISSING AT RANDOM AND IGNORABILITY FOR INFERENCES ABOUT SUBSETS OF PARAMETERS WITH MISSING DATA	2013	Roderick J. A. Little Sahar Zanganeh
+	Bayesian Multiple Imputation for Assay Data Subject to Measurement Error	2013	Ying Guo Roderick J. A. Little
+	Calibrated Bayes, an Alternative Inferential Paradigm for Official Statistics	2013	Roderick J. A. Little
+	Bayesian inference for finite population quantiles from unequal probability samples	2013	Qixuan Chen Michael R. Elliott Roderick J. A. Little
+	Subsample ignorable likelihood for regression analysis with missing data	2013	Roderick J. A. Little Nanhua Zhang
+	Bayesian inference for finite population quantiles from unequal probability samples.	2012	Qixuan Chen Michael R. Elliott Roderick J. A. Little
+ PDF Chat	Non-Response Adjustment of Survey Estimates Based on Auxiliary Variables Subject to Error	2012	Brady T. West Roderick J. A. Little
+	Calibrated Bayes, an Alternative Inferential Paradigm for Official Statistics	2012	Roderick J. A. Little
+ PDF Chat	The Prevention and Treatment of Missing Data in Clinical Trials	2012	Roderick J. A. Little Ralph B. D’Agostino Michael L. Cohen Kay Dickersin Scott S. Emerson John T. Farrar Constantine Frangakis Joseph W. Hogan Geert Molenberghs Susan A. Murphy
+ PDF Chat	The design and conduct of clinical trials to limit missing data	2012	Roderick J. A. Little Matthew L. Cohen Kay Dickersin Scott S. Emerson John T. Farrar James D. Neaton Weichung Joe Shih Jay P. Siegel Hal S. Stern
+	Wanted!: Statisticians in the Federal Statistical system	2012	Roderick J. A. Little Tommy Wright
+	MISSING AT RANDOM AND IGNORABILITY FOR INFERENCES ABOUT INDIVIDUAL PARAMETERS WITH MISSING DATA	2012	Roderick J. A. Little Sahar Zanganeh
+	On Using Summary Statistics From an External Calibration Sample to Correct for Covariate Measurement Error	2011	Ying Guo Roderick J. A. Little Daniel McConnell
+ PDF Chat	A Pseudo‐Bayesian Shrinkage Approach to Regression with Missing Covariates	2011	Nanhua Zhang Roderick J. A. Little
+ PDF Chat	A Shrinkage Approach for Estimating a Treatment Effect Using Intermediate Biomarker Data in Clinical Trials	2011	Yun Li Jeremy M. G. Taylor Roderick J. A. Little
+	Proxy Pattern-Mixture Analysis for Survey Nonresponse	2011	Rebecca Andridge Roderick J. A. Little
+ PDF Chat	A Shrinkage Approach for Estimating a Treatment Effect Using Intermediate Biomarker Data in Clinical Trials	2011	Yun Li Jeremy M. G. Taylor Roderick J. A. Little
+ PDF Chat	Subsample Ignorable Likelihood for Regression Analysis with Missing Data	2011	Roderick J. A. Little Nanhua Zhang
+	A comparative study of doubly robust estimators of the mean with missing data	2011	Guangyu Zhang Roderick J. A. Little
+ PDF Chat	Regression analysis with covariates that have heteroscedastic measurement error	2011	Ying Guo Roderick J. A. Little
+ PDF Chat	A Method for Longitudinal Prospective Evaluation of Markers for a Subsequent Event	2011	Roderick J. A. Little Matheos Yosef Bin Nan S. D. Harlow
+ PDF Chat	Calibrated Bayes, for Statistics in General, and Missing Data in Particular	2011	Roderick J. A. Little
+	Rejoinder	2011	Roderick J. A. Little
+	Bias Due to Left Truncation and Left Censoring in Longitudinal Studies of Developmental and Disease Processes	2011	Kevin C. Cain Sioḃán D. Harlow Roderick J. A. Little Bin Nan Matheos Yosef John Taffe Michael R. Elliott
+ PDF Chat	A Hot-Deck Multiple Imputation Procedure for Gaps in Longitudinal Recurrent Event Histories	2011	Chia-Ning Wang Roderick J. A. Little Bin Nan Sioḃán D. Harlow
+	Statistical methods for missing data in complex sample surveys.	2011	Roderick J. A. Little Rebecca Andridge
+ PDF Chat	Block-Conditional Missing at Random Models for Missing Data	2010	Yan Zhou Roderick J. A. Little John D. Kalbfleisch
+ PDF Chat	A multiple imputation approach to disclosure limitation for high‐age individuals in longitudinal studies	2010	Di An Roderick J. A. Little James McNally
+	How Well Quantified Is the Limit of Quantification?	2010	Ying Guo Ofer Harel Roderick J. A. Little
+ PDF Chat	Discussion	2010	Roderick J. A. Little
+	Bayesian penalized spline model-based inference for finite population proportion in unequal probability sampling.	2010	Qixuan Chen Michael R. Elliott Roderick J. A. Little
+ PDF Chat	Estimating Causal Effects in Trials Involving Multitreatment Arms Subject to Non-Compliance: A Bayesian Framework	2010	Qi Long Roderick J. A. Little Xihong Lin
+	A statistical algorithm for detecting cognitive plateaus in Alzheimer’s disease	2010	Hyonggin An Roderick J. A. Little Andrea Bozoki
+ PDF Chat	A Review of Hot Deck Imputation for Survey Non‐response	2010	Rebecca Andridge Roderick J. A. Little
+ PDF Chat	A Bayesian image analysis of radiation induced changes in tumor vascular permeability	2010	Yue Cao Timothy D. Johnson Roderick J. A. Little Xiaoxi Zhang
+	Missing Data	2010	Roderick J. A. Little
+	The Prevention and Treatment of Missing Data in Clinical Trials. Pannel on Handling Missing Data in Clinical Trials	2010	Roderick J. A. Little Ralph B. D’Agostino Kay Dickersin Scott S. Emerson John T. Farrar Constantine Frangakis Joseph W. Hogan Geert Molenberghs Susan A. Murphy James D. Neaton
+	AN ANALYSIS OF NONIGNORABLE NONRESPONSE IN A SURVEY WITH A ROTATING PANEL DESIGN	2010	Caterina Giusti Roderick J. A. Little
+	Comments on: Missing data methods in longitudinal studies: a review	2009	Roderick J. A. Little
+	Robust Likelihood‐Based Analysis of Longitudinal Survey Data with Missing Values	2009	Roderick J. A. Little Guangyu Zhang
+	Model-based inference for two-stage cluster samples subject to nonignorable item nonresponse	2009	Ying Yuan Roderick J. A. Little
+	The Use of Sample Weights in Hot Deck Imputation.	2009	Rebecca Andridge Roderick J. A. Little
+ PDF Chat	Extensions of the Penalized Spline of Propensity Prediction Method of Imputation	2008	Guangyu Zhang Roderick J. A. Little
+	Robust Model-Based Inference for Incomplete Data via Penalized Spline Propensity Prediction	2008	Hyonggin An Roderick J. A. Little
+ PDF Chat	Weighting and Prediction in Sample Surveys	2008	Roderick J. A. Little
+ PDF Chat	Mixed‐Effect Hybrid Models for Longitudinal Data with Nonignorable Dropout	2008	Ying Yuan Roderick J. A. Little
+	Selection and pattern-mixture models	2008	Roderick J. A. Little
+ PDF Chat	Meta‐Analysis of Studies with Missing Data	2008	Ying Yuan Roderick J. A. Little
+ PDF Chat	Causal Inference in Hybrid Intervention Trials Involving Treatment Choice	2008	Qi Long Roderick J. A. Little Xihong Lin
+	Quantitative magnetic resonance image analysis via the EM algorithm with stochastic variation	2008	Xiaoxi Zhang Timothy D. Johnson Roderick J. A. Little Yue Cao
+ PDF Chat	A Comparison of Methods for Estimating the Causal Effect of a Treatment in Randomized Clinical Trials Subject to Noncompliance	2008	Roderick J. A. Little Qi Long Xihong Lin
+	Model-based inference for two-stage cluster samples subject to nonignorable item nonresponse	2008	Ying Yuan Roderick J. A. Little
+ PDF Chat	Parametric and Semiparametric Model-Based Estimates of the Finite Population Mean for Two-Stage Cluster Samples with Item Nonresponse	2007	Ying Yuan Roderick J. A. Little
+ PDF Chat	Multiple Imputation: An Alternative to Top Coding for Statistical Disclosure Control	2007	Di An Roderick J. A. Little
+	The Bayesian Approach to the Analysis of Finite Population Surveys	2007	Roderick J. A. Little Hui Zheng
+ PDF Chat	A hot‐deck multiple imputation procedure for gaps in longitudinal data on recurrent events	2007	Roderick J. A. Little Matheos Yosef Kevin C. Cain Bin Nan Sioḃán D. Harlow
+ PDF Chat	Parametric and Semiparametric Model‐Based Estimates of the Finite Population Mean for Two‐Stage Cluster Samples with Item Nonresponse	2007	Ying Yuan Roderick J. A. Little
+ PDF Chat	Comment: Struggles with Survey Weighting and Regression Modeling	2007	Roderick J. A. Little
+	Struggles with Survey Weighting and Regression Modeling. Comment.	2007	Roderick J. A. Little
+ PDF Chat	Model-Based Estimates of the Finite Population Mean for Two-Stage Cluster Samples With Unit Non-Response	2007	Ying Yuan Roderick J. A. Little
+	Model-based estimates of the finite population mean for two-stage cluster samples with unit	2007	Ying Yuan Roderick J. A. Little
+	A Bayesian Image Analysis of the Change in Tumor/Brain Contrast Uptake Induced by Radiation via Reversible Jump Markov Chain Monte Carlo	2007	Xiaoxi Zhang Tim Johnson Roderick J. A. Little
+	Calibrated Bayes	2006	Roderick J. A. Little
+	Incomplete Data	2005	Roderick J. A. Little Donald B. Rubin
+	A Bayesian Approach to 2000 Census Evaluation Using ACE Survey Data and Demographic Analysis	2005	Michael R. Elliott Roderick J. A. Little
+	Dropouts in Longitudinal Studies: Methods of Analysis	2005	Roderick J. A. Little
+	Missing Data	2005	Roderick J. A. Little
+	Missing Data	2005	Roderick J. A. Little
+ PDF Chat	An Extended General Location Model for Causal Inferences from Data Subject to Noncompliance and Missing Values	2004	Yahong Peng Roderick J. A. Little Trivellore E. Raghunathan
+	Statistical Disclosure Techniques Based on Multiple Imputation	2004	Roderick J. A. Little Fang Liu Trivellore E. Raghunathan
+	Causal Inference in Hybrid Intervention Trials Involving Treatment Choice	2004	Qi Long Roderick J. A. Little Xihong Lin
+ PDF Chat	To Model or Not To Model? Competing Modes of Inference for Finite Population Sampling	2004	Roderick J. A. Little
+	Does Weighting for Nonresponse Increase the Variance of Survey Means	2004	Roderick J. A. Little Sonya Vartivarian
+	Analysis of Multivariate Monotone Missing Data by A Pseudolikelihood Method	2004	Gong Tang Roderick J. A. Little Trivelore E. Raghunathan
+	Analysis of multivariate missing data with nonignorable nonresponse	2003	Gong Tang Roderick J. A. Little Trivellore Raghunathan
+ PDF Chat	On weighting the rates in non‐response weights	2003	Roderick J. A. Little Sonya Vartivarian
+	Bayesian Methods for Unit and Item Nonresponse	2003	Roderick J. A. Little
+	The Bayesian Approach to Sample Survey Inference	2003	Roderick J. A. Little
+	Robust Likelihood-based Analysis of Multivariate Data with Missing Values	2003	Roderick J. A. Little Hyonggin An
+	Bayes and Multiple Imputation	2002	Roderick J. A. Little Donald B. Rubin
+	Single Imputation Methods	2002	Roderick J. A. Little Donald B. Rubin
+	Models for Partially Classified Contingency Tables, Ignoring the Missing‐Data Mechanism	2002	Roderick J. A. Little Donald B. Rubin
+	Estimation of Imputation Uncertainty	2002	Roderick J. A. Little Donald B. Rubin
+	Nonignorable Missing‐Data Models	2002	Roderick J. A. Little Donald B. Rubin
+	Factored Likelihood Methods, Ignoring the Missing‐Data Mechanism	2002	Roderick J. A. Little Donald B. Rubin
+	Maximum Likelihood for General Patterns of Missing Data: Introduction and Theory with Ignorable Nonresponse	2002	Roderick J. A. Little Donald B. Rubin
+	Complete‐Case and Available‐Case Analysis, Including Weighting Methods	2002	Roderick J. A. Little Donald B. Rubin
+	Multivariate Normal Examples, Ignoring the Missing‐Data Mechanism	2002	Roderick J. A. Little Donald B. Rubin
+	Mixed Normal and Non‐Normal Data with Missing Values, Ignoring the Missing‐Data Mechanism	2002	Roderick J. A. Little Donald B. Rubin
+	Large‐Sample Inference Based on Maximum Likelihood Estimates	2002	Roderick J. A. Little Donald B. Rubin
+	Missing Data in Experiments	2002	Roderick J. A. Little Donald B. Rubin
+ PDF Chat	Wiley Series in Probability and Statistics	2002	Roderick J. A. Little Donald B. Rubin
+	Robust Estimation	2002	Roderick J. A. Little Donald B. Rubin
+	STATISTICAL METHODS IN ESTIMATING QUANTILES OF SERUM DIOXIN CONCENTRATION BY AGE, WITH VALUES BELOW LIMIT OF DETECTION	2002	Qixuan Chen Michael J. Elliott Roderick J. A. Little Elizabeth Hedgeman Brenda W. Gillespie David H. Garabrant
+	Inference for the Complier-Average Causal Effect From Longitudinal Data Subject to Noncompliance and Missing Data, With Application to a Job Training Assessment for the Unemployed	2001	Linda H. Y. Yau Roderick J. A. Little
+ PDF Chat	A profile conditional likelihood approach for the semiparametric transformation regression model with missing covariates.	2001	Hua Yun Chen Roderick J. A. Little
+	Statistical Analysis of Repeated-Measures Data with Drop-outs	2001	Roderick J. A. Little
+	Statistical Data, Missing	2001	Roderick J. A. Little Donald B. Rubin
+	Persistence of Violation and Crash Behavior Over Time	2000	Michael R. Elliott P F Waller Trivellore E. Raghunathan Jean T. Shope Roderick J. A. Little
+	A Bayesian Approach to Combining Information from a Census, a Coverage Measurement Survey, and Demographic Analysis	2000	Michael R. Elliott Roderick J. A. Little
+	A Bayesian Approach to Combining Information from a Census, a Coverage Measurement Survey, and Demographic Analysis	2000	Michael R. Elliott Roderick J. A. Little
+	Causal Effects in Clinical and Epidemiological Studies Via Potential Outcomes: Concepts and Analytical Approaches	2000	Roderick J. A. Little Donald B. Rubin
+	A comparison of subset selection and analysis of covariance for the adjustment of confounders.	2000	Roderick J. A. Little Hyonggin An Jewel Johanns Bruno Giordani
+	A comparison of subset selection and analysis of covariance for the adjustment of confounders.	2000	Roderick J. A. Little Hyonggin An Jewel Johanns Bruno Giordani
+	Comment	1999	Roderick J. A. Little Donald B. Rubin
+ PDF Chat	On summary measures analysis of the linear mixed effects model for repeated measures when data are not missing completely at random	1999	Roderick J. A. Little Trivellore E. Raghunathan
+ PDF Chat	On summary measures analysis of the linear mixed effects model for repeated measures when data are not missing completely at random	1999	Roderick J. A. Little Trivellore E. Raghunathan
+	Proportional Hazards Regression with Missing Covariates	1999	Hua Yun Chen Roderick J. A. Little
+	Proportional Hazards Regression with Missing Covariates	1999	Hua Yun Chen Roderick J. A. Little
+	Methods for handling missing values in clinical trials.	1999	Roderick J. A. Little
+	A test of missing completely at random for generalised estimating equations with missing data	1999	Hua Yun Chen Roderick J. A. Little
+	Statistical techniques for analyzing data from prevention trials: Treatment of no-shows using Rubin's causal model.	1998	Roderick J. A. Little Linda H. Y. Yau
+	Statistical techniques for analyzing data from prevention trials: Treatment of no-shows using Rubin's causal model.	1998	Roderick J. A. Little Linda H. Y. Yau
+	Analysis of Nonrandomly Censored Ordered Categorical Longitudinal Data from Analgesic Trials: Comment	1997	Xihong Lin Roderick J. A. Little
+	Comment	1997	Xihong Lin Roderick J. A. Little
+	Intent-to-Treat Analysis for Longitudinal Studies with Drop-Outs	1996	Roderick J. A. Little Linda Yau
+	Pattern-Mixture Models for Multivariate Incomplete Data with Covariates	1996	Roderick J. A. Little Yongxiao Wang
+	The NHANES III multiple imputation project	1996	Joseph L. Schafer T. M. Ezatti-Rice William Johnson Meena Khare Roderick J. A. Little Donald B. Rubin
+	Modeling the Drop-Out Mechanism in Repeated-Measures Studies	1995	Roderick J. A. Little
+	Modeling the Drop-Out Mechanism in Repeated-Measures Studies	1995	Roderick J. A. Little
+	Advances in Strategies for Minimizing and Adjusting for Survey Nonresponse	1995	Ronald C. Kessler Roderick J. A. Little Robert M. Groves
+	Missing Data	1995	Roderick J. A. Little Nathaniel Schenker
+	Test Equating From Biased Samples, With Application to the Armed Services Vocational Aptitude Battery	1994	Roderick J. A. Little Donald B. Rubin
+	A Class of Pattern-Mixture Models for Normal Incomplete Data	1994	Roderick J. A. Little
+	A class of pattern-mixture models for normal incomplete data	1994	Roderick J. A. Little
+	Test Equating from Biased Samples, with Application to the Armed Services Vocational Aptitude Battery	1994	Roderick J. A. Little Donald B. Rubin
+ PDF Chat	Multiple imputation for threshold‐crossing data with interval censoring	1993	Frederick J. Dorey Roderick J. A. Little Nathaniel Schenker
+	Post-Stratification: A Modeler's Perspective	1993	Roderick J. A. Little
+	Hierarchical Logistic Regression Models for Imputation of Unresolved Enumeration Status in Undercount Estimation: Comment	1993	Roderick J. A. Little
+ PDF Chat	Pattern-Mixture Models for Multivariate Incomplete Data	1993	Roderick J. A. Little
+ PDF Chat	Regression with Missing<i>X</i>'s: A Review	1992	Roderick J. A. Little
+	Incomplete data in repeated measures analysis	1992	Jeffrey Gornbein Carlos Gallego Lázaro Roderick J. A. Little
+	Incomplete Data in Event History Analysis	1992	Roderick J. A. Little
+	Projecting From Advance Data Using Propensity Modeling: An Application to Income and Tax Statistics	1992	John L. Czajka Sharon M. Hirabayashi Roderick J. A. Little Donald B. Rubin
+	Editing and imputation of multivariate data: issue and new approaches	1991	Roderick J. A. Little
+	Models for Contingency Tables with Known Margins when Target and Sampled Populations Differ	1991	Roderick J. A. Little Mei-Miau Wu
+	Models for Contingency Tables With Known Margins When Target and Sampled Populations Differ	1991	Roderick J. A. Little Mei-Miau Wu
+	Multiple Imputation for the Fatal Accident Reporting System	1991	Daniel F. Heitjan Roderick J. A. Little
+	Robust Statistical Modeling Using the<i>t</i>Distribution	1989	Kenneth Lange Roderick J. A. Little Jeremy M. G. Taylor
+ PDF Chat	Robust Statistical Modeling Using the t Distribution	1989	Kenneth Lange Roderick J. A. Little Jeremy M. G. Taylor
+	Testing the Equality of Two Independent Binomial Proportions	1989	Roderick J. A. Little
+	The Analysis of Social Science Data with Missing Values	1989	Roderick J. A. Little Donald B. Rubin
+	Statistical Analysis With Missing Data	1989	Maureen Lahiff Roderick J. A. Little Donald B. Rubin
+	Approximately calibrated small sample inference about means from bivariate normal data with missing values	1988	Roderick J. A. Little
+	A Test of Missing Completely at Random for Multivariate Data with Missing Values	1988	Roderick J. A. Little
+	Statistical Analysis with Missing Data	1988	Subir Ghosh Roderick J. A. Little Donald B. Rubin
+	Missing-Data Adjustments in Large Surveys	1988	Roderick J. A. Little
+	Commentary	1988	Roderick J. A. Little
+	Robust Estimation of the Mean and Covariance Matrix from Data with Missing Values	1988	Roderick J. A. Little
+	Editing and Imputation for Quantitative Survey Data	1987	Roderick J. A. Little Philip Smith
+	Editing and Imputation for Quantitative Survey Data	1987	Roderick J. A. Little Philip J. Smith
+	Survey Nonresponse Adjustments for Estimates of Means	1986	Roderick J. A. Little
+	Maximum Likelihood Estimation for Mixed Continuous and Categorical Data with Missing Values	1985	Roderick J. A. Little Mark Schluchter
+	Maximum likelihood estimation for mixed continuous and categorical data with missing values	1985	Roderick J. A. Little Mark Schluchter
+	Estimating a Finite Population Mean from Unequal Probability Samples	1983	Roderick J. A. Little
+	Estimating a Finite Population Mean From Unequal Probability Samples	1983	Roderick J. A. Little
+	On Jointly Estimating Parameters and Missing Data by Maximizing the Complete-Data Likelihood	1983	Roderick J. A. Little Donald B. Rubin
+	On Jointly Estimating Parameters and Missing Data by Maximizing the Complete-Data Likelihood	1983	Roderick J. A. Little Donald B. Rubin
+	MISSING DATA IN LARGE DATA SETS	1983	Roderick J. A. Little Donald B. Rubin
+	The Statistical Analysis of Low-level Radioactivity in the Presence of Background Counts	1982	Roderick J. A. Little
+	Models for Nonresponse in Sample Surveys	1982	Roderick J. A. Little
+	Direct Standardization: A Tool for Teaching Linear Models for Unbalanced Data	1982	Roderick J. A. Little
+	Direct Standardization: A Tool for Teaching Linear Models for Unbalanced Data	1982	Roderick J. A. Little
+	Maximum Likelihood Inference for Multiple Regression with Missing Values: A Simulation Study	1979	Roderick J. A. Little
+	The General Linear Model and Direct Standardization	1979	Roderick J. A. Little Thomas W. Pullum
+	Consistent Regression Methods for Discriminant Analysis with Incomplete Data	1978	Roderick J. A. Little
+	Consistent Regression Methods for Discriminant Analysis with Incomplete Data	1978	Roderick J. A. Little
+	Generalized linear models for cross-classified data from the WFS	1978	Roderick J. A. Little
+	Inference About Means from Incomplete Multivariate Data	1976	Roderick J. A. Little
+	Inference about means from incomplete multivariate data	1976	Roderick J. A. Little
+	Missing Values in Multivariate Analysis	1975	E. M. L. Beale Roderick J. A. Little

Common Coauthors

Coauthor	Papers Together
Donald B. Rubin	32
Michael R. Elliott	13
Rebecca Andridge	12
Brady T. West	10
Philip S. Boonstra	8
Yajuan Si	7
Fernanda Alvarado‐Leiton	7
Trivellore E. Raghunathan	6
Xihong Lin	6
Qixuan Chen	6
Hyonggin An	5
Ying Guo	5
Tingting Zhou	5
Ying Yuan	5
Nell Sedransk	5
Jeremy M. G. Taylor	5
Nanhua Zhang	4
Qi Long	4
Erin B. Ware	4
Anita Pandit	4
Sahar Z. Zangeneh	3
Hua Yun Chen	3
Bin Nan	3
Matheos Yosef	3
James D. Neaton	3
Scott S. Emerson	3
Ye Yang	3
Xiaoxi Zhang	3
Ya Mo	3
John T. Farrar	3
Sioḃán D. Harlow	3
Joseph W. Hogan	3
Weichung Joe Shih	3
Jay P. Siegel	3
Kay Dickersin	3
Linda H. Y. Yau	3
Timothy D. Johnson	2
Luis R. Pericchi	2
Chris Chambers	2
Brendan Nyhan	2
Betsy Sinclair	2
Niko Kaciroti	2
Duncan J. Watts	2
Trisha Van Zandt	2
Ofer Harel	2
Richard Gonzalez	2
Anthony G. Greenwald	2
Teck‐Hua Ho	2
Constantine Frangakis	2
Ralph B. D’Agostino	2

Commonly Cited References

Action	Title	Year	Authors	# of times referenced
+	Inference and missing data	1976	Donald B. Rubin	88
+	Multiple Imputation for Nonresponse in Surveys	1987	Donald B. Rubin	68
+	Statistical Analysis With Missing Data	1989	Maureen Lahiff Roderick J. A. Little Donald B. Rubin	68
+ PDF Chat	Pattern-Mixture Models for Multivariate Incomplete Data	1993	Roderick J. A. Little	39
+	Maximum Likelihood from Incomplete Data Via the <i>EM</i> Algorithm	1977	A. P. Dempster N. M. Laird Donald B. Rubin	37
+ PDF Chat	The central role of the propensity score in observational studies for causal effects	1983	Paul R. Rosenbaum Donald B. Rubin	30
+	The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models	1976	James J. Heckman	28
+	A class of pattern-mixture models for normal incomplete data	1994	Roderick J. A. Little	27
+	Formalizing Subjective Notions about the Effect of Nonrespondents in Sample Surveys	1977	Donald B. Rubin	26
+	Modeling the Drop-Out Mechanism in Repeated-Measures Studies	1995	Roderick J. A. Little	23
+	A multivariate technique for multiply imputing missing values using a sequence of regression models	2001	Trivellore E. Raghunathan James M. Lepkowski John Van Hoewyk Peter W. Solenberger	22
+	Pattern-Mixture Models for Multivariate Incomplete Data with Covariates	1996	Roderick J. A. Little Yongxiao Wang	22
+	Characterizing the Estimation of Parameters in Incomplete-Data Problems	1974	Donald B. Rubin	21
+	Multiple Imputation for Interval Estimation from Simple Random Samples with Ignorable Nonresponse	1986	Donald B. Rubin Nathaniel Schenker	21
+	Analysis of Semiparametric Regression Models for Repeated Outcomes in the Presence of Missing Data	1995	James M. Robins Andrea Rotnitzky Lue Ping Zhao	20
+	Robust Likelihood-based Analysis of Multivariate Data with Missing Values	2003	Roderick J. A. Little Hyonggin An	20
+	Maximum Likelihood Estimates for a Multivariate Normal Distribution when Some Observations are Missing	1957	T. W. Anderson	20
+ PDF Chat	Extensions of the Penalized Spline of Propensity Prediction Method of Imputation	2008	Guangyu Zhang Roderick J. A. Little	19
+	Survey Nonresponse Adjustments for Estimates of Means	1986	Roderick J. A. Little	19
+ PDF Chat	To Model or Not To Model? Competing Modes of Inference for Finite Population Sampling	2004	Roderick J. A. Little	17
+	The Calculation of Posterior Distributions by Data Augmentation	1987	Martin A. Tanner Wing Hung Wong	17
+ PDF Chat	Imputation of Missing Values When the Probability of Response Depends on the Variable Being Imputed	1982	John Greenlees William S. Reece Kimberly D. Zieschang	17
+	Random-Effects Models for Longitudinal Data	1982	Nan M. Laird James H. Ware	17
+ PDF Chat	Bayesian Inference for Causal Effects: The Role of Randomization	1978	Donald B. Rubin	17
+	Models for Nonresponse in Sample Surveys	1982	Roderick J. A. Little	16
+	Adjusting for Nonignorable Drop-Out Using Semiparametric Nonresponse Models	1999	Daniel O. Scharfstein Andrea Rotnitzky James M. Robins	16
+	Analysis of Incomplete Multivariate Data	1997	Joseph L. Schafer	16
+	Missing Values in Multivariate Analysis	1975	E. M. L. Beale Roderick J. A. Little	16
+ PDF Chat	A MISSING INFORMATION PRINCIPLE: THEORY AND APPLICATIONS	1972	Terence Orchard Max A. Woodbury	15
+	Estimation of Regression Coefficients When Some Regressors are not Always Observed	1994	James M. Robins Andrea Rotnitzky Lue Ping Zhao	15
+	Unbalanced Repeated-Measures Models with Structured Covariance Matrices	1986	Robert I. Jennrich Mark Schluchter	15
+	Informative Drop-Out in Longitudinal Data Analysis	1994	Peter J. Diggle Michael G. Kenward	15
+ PDF Chat	Inference from Iterative Simulation Using Multiple Sequences	1992	Andrew Gelman Donald B. Rubin	14
+	Estimating causal effects of treatments in randomized and nonrandomized studies.	1974	Donald B. Rubin	14
+ PDF Chat	Subsample Ignorable Likelihood for Regression Analysis with Missing Data	2011	Roderick J. A. Little Nanhua Zhang	14
+	Proxy Pattern-Mixture Analysis for Survey Nonresponse	2011	Rebecca Andridge Roderick J. A. Little	13
+ PDF Chat	Multiple Imputation After 18+ Years	1996	Donald B. Rubin	13
+	Maximum Likelihood Estimation and Model Selection in Contingency Tables with Missing Data	1982	Camil Fuchs	12
+	What Do We Really Know about Wages? The Importance of Nonreporting and Census Imputation	1986	Lee A. Lillard James P. Smith Finis Welch	12
+	Maximum Likelihood Estimates for a Multivariate Normal Distribution when some Observations are Missing	1957	T. W. Anderson	12
+	Estimation and comparison of Changes in the Presence of Informative Right Censoring: Conditional Linear Model	1989	Margaret Wu Kent R. Bailey	11
+	Calibrated Bayes	2006	Roderick J. A. Little	11
+	Inference for the Population Total from Probability-Proportional-to-Size Samples Based on Predictions from a Penalized Spline Nonparametric Model	2003	Hui Zheng R. J. A. Little	11
+ PDF Chat	Identification of Causal Effects Using Instrumental Variables	1996	Joshua D. Angrist Guido W. Imbens Donald B. Rubin	11
+	Statistical Analysis with Missing Data	1988	Subir Ghosh Roderick J. A. Little Donald B. Rubin	11
+	Illustration of Bayesian Inference in Normal Data Models Using Gibbs Sampling	1990	Alan E. Gelfand Susan E. Hills Amy Racine-Poon A. F. M. Smith	11
+	Protecting Against Nonrandomly Missing Data in Longitudinal Studies	1990	C. Hendricks Brown	11
+ PDF Chat	A Review of Hot Deck Imputation for Survey Non‐response	2010	Rebecca Andridge Roderick J. A. Little	10
+ PDF Chat	Two-Dimensional Contingency Tables with Both Completely and Partially Cross-Classified Data	1974	Tar Chen Stephen E. Fienberg	10
+	Estimation and Comparison of Changes in the Presence of Information Right Censoring by Modeling the Censoring Process.	1987	Margaret Wu Raymond J. Carroll	10