Missing data: Our view of the state of the art.
Data up to Jan 2025
Total Citations Per Year
Abstract
References (118)
Maximum Likelihood from Incomplete Data Via the EM Algorithm
1977 • 46,601 citations
Generalized Linear Models
2005 • 21,170 citations
Multiple Imputation for Nonresponse in Surveys
1987 • 19,035 citations
Statistical Analysis With Missing Data
1989 • 18,117 citations
Generalized Linear Models
1989 • 15,385 citations
Bayesian Data Analysis
1995 • 14,293 citations
SAS System for Mixed Models
1996 • 10,609 citations
EQS : structural equations program manual
1989 • 9,906 citations
Philosophical transactions of the Royal Society of London. B
1886 • 9,893 citations
Inference and missing data
1976 • 8,904 citations
Random-Effects Models for Longitudinal Data
1982 • 8,551 citations
Finite Mixture Models
2000 • 7,725 citations
Analysis of Incomplete Multivariate Data
2000 • 5,828 citations
Analysis of Incomplete Multivariate Data
1997 • 5,730 citations
Finite Mixture Models
2000 • 5,595 citations
BMDP Statistical Software 1981.
1984 • 5,347 citations
The EM Algorithm and Extensions
1998 • 5,193 citations
The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models
1976 • 5,019 citations
Models for Longitudinal Data: A Generalized Estimating Equation Approach
1988 • 4,384 citations
Linear Mixed Models for Longitudinal Data
1997 • 3,557 citations
Multiple imputation: a primer
1999 • 3,387 citations
Statistical Analysis of Finite Mixture Distributions.
1987 • 2,991 citations
Bayesian Data Analysis
1995 • 2,837 citations
Theoretical Statistics
1974 • 2,786 citations
Multiple Imputation After 18+ Years
1996 • 2,762 citations
BMPD statistical software manual
1988 • 2,605 citations
Generalized Linear Models
2003 • 2,564 citations
Estimation of Regression Coefficients When Some Regressors are not Always Observed
1994 • 2,396 citations
A comparison of inclusive and restrictive strategies in modern missing data procedures.
2001 • 2,166 citations
IX. On the problem of the most efficient tests of statistical hypotheses
1933 • 2,078 citations
Corrections to test statistics and standard errors in covariance structure analysis.
1994 • 2,042 citations
Statistical Analysis of Finite Mixture Distributions.
1986 • 2,020 citations
Statistical Analysis With Missing Data
1988 • 2,007 citations
Statistical Strategies for Small Sample Research
1999 • 1,831 citations
Analyzing Incomplete Political Science Data: An Alternative Algorithm for Multiple Imputation
2001 • 1,826 citations
5. Three Likelihood-Based Methods for Mean and Covariance Structure Analysis with Nonnormal Missing Data
2000 • 1,530 citations
Multiple Imputation for Multivariate Missing-Data Problems: A Data Analyst's Perspective
1998 • 1,483 citations
Tobit models: A survey
1984 • 1,482 citations
Latent curve analysis
1990 • 1,423 citations
Informative Drop-Out in Longitudinal Data Analysis
1994 • 1,419 citations
Modeling the Drop-Out Mechanism in Repeated-Measures Studies
1995 • 1,370 citations
Unbalanced Repeated-Measures Models with Structured Covariance Matrices
1986 • 1,343 citations
Latent Variables Analysis: Applications for Developmental Research.
1995 • 1,309 citations
Longitudinal Research in the Study of Behavior and Development
1979 • 1,018 citations
Outline of a Theory of Statistical Estimation Based on the Classical Theory of Probability
1937 • 983 citations
Pattern-Mixture Models for Multivariate Incomplete Data
1993 • 928 citations
Probability and statistical inference
2008 • 913 citations
New methods for the analysis of change.
2001 • 886 citations
Inference and Missing Data
1976 • 879 citations
The impact of nonnormality on full information maximum-likelihood estimation for structural equation models with missing data.
2001 • 869 citations
Multiple imputation: a primer
1999 • 857 citations
Newton—Raphson and EM Algorithms for Linear Mixed-Effects Models for Repeated-Measures Data
1988 • 845 citations
On structural equation modeling with data that are not missing completely at random
1987 • 844 citations
Application of random-effects pattern-mixture models for missing data in longitudinal studies.
1997 • 843 citations
Semiparametric Efficiency in Multivariate Regression Models with Missing Data
1995 • 839 citations
Linear Mixed Models for Longitudinal Data
2000 • 786 citations
Multiple Imputation for Missing Data
2000 • 786 citations
Multiple-Imputation Inferences with Uncongenial Sources of Input
1994 • 746 citations
Multiple Imputation in Practice
2001 • 596 citations
Ignorability and Coarse Data
1991 • 581 citations
The use of multiple imputation for the analysis of missing data.
2001 • 498 citations
Maximum Likelihood Estimates for a Multivariate Normal Distribution when some Observations are Missing
1957 • 494 citations
Multiple Imputation for Missing Data: Concepts and New Development
2000 • 475 citations
The science of prevention: Methodological advances from alcohol and substance abuse research.
1997 • 468 citations
Sociological Methodology 1986.
1988 • 457 citations
Semiparametric Regression for Repeated Outcomes with Nonignorable Nonresponse
1998 • 427 citations
Research methods in psychology
2013 • 397 citations
A class of pattern-mixture models for normal incomplete data
1994 • 384 citations
Maximizing the Usefulness of Data Obtained with Planned Missing Value Patterns: An Application of Maximum Likelihood Procedures
1996 • 370 citations
Sociological Methodology, 1987.
1989 • 367 citations
Estimation of Regression Coefficients When Some Regressors Are Not Always Observed
1994 • 361 citations
Informative dropout in longitudinal data analysis (with discussion)
1994 • 350 citations
Incomplete Data in Sample Surveys.
1985 • 337 citations
Computational Strategies for Multivariate Linear Mixed-Effects Models With Missing Values
2002 • 333 citations
'EM: A general program for the analysis of categorical data 1
1997 • 311 citations
Incomplete Data in Generalized Linear Models
1990 • 307 citations
A multiple imputation strategy for clinical trials with truncation of patient data
1995 • 287 citations
Latent Structure Analysis of a Set of Multidimensional Contingency Tables
1984 • 281 citations
Analysis with missing data in prevention research.
1997 • 271 citations
Modeling the Drop-Out Mechanism in Repeated-Measures Studies
1995 • 263 citations
Estimation of Linear Models with Incomplete Data
1987 • 261 citations
On the performance of multiple imputation for multivariate data with small sample size
1999 • 232 citations
Modeling incomplete longitudinal and cross-sectional data using latent growth structural models.
1991 • 223 citations
Flexible mutlivariate imputation by MICE
1999 • 216 citations
Selection models for repeated measurements with non-random dropout: an illustration of sensitivity
1998 • 209 citations
Multiple Imputation in Multivariate Research
2000 • 208 citations
Pattern-Mixture Models for Multivariate Incomplete Data
1993 • 207 citations
Evaluating interventions with differential attrition: The importance of nonresponse mechanisms and use of follow-up data.
1993 • 197 citations
MODEL‐BASED APPROACHES TO ANALYSING INCOMPLETE LONGITUDINAL AND FAILURE TIME DATA
1997 • 187 citations
Likelihood based frequentist inference when data are missing at random
1998 • 187 citations
COMPUTER SOFTWARE
1992 • 155 citations
Efficacy of the indirect approach for estimating structural equation models with missing data: A comparison of five methods
1994 • 148 citations
Multiple Imputation in Mixture Models for Nonignorable Nonresponse with Follow-ups
1993 • 136 citations
Maximum likelihood analysis of generalized linear models with missing covariates
1999 • 131 citations
Imputation of the 1989 Survey of Consumer Finances: Stochastic Relaxation and Multiple Imputation
1997 • 114 citations
Modeling Incomplete Longitudinal Substance Use Data Using Latent Variable Growth Curve Methodology
1994 • 113 citations
Semiparametric Efficiency in Multivariate Regression Models with Missing Data
1995 • 112 citations
Multiple imputation with PAN.
2001 • 111 citations
Planned missing-data designs in analysis of change.
2001 • 111 citations
Development, Implementation and Evaluation of Multiple Imputation Strategies for the Statistical Analysis of Incomplete Data Sets
1999 • 100 citations
Inference with Imputed Conditional Means
2000 • 88 citations
Semiparametric Regression for Repeated Outcomes with Nonignorable Nonresponse
1998 • 68 citations
Multiple Imputation and Posterior Simulation for Multivariate Missing Data in Longitudinal Studies
2000 • 68 citations
Estimating equations with incomplete categorical covariates in the Cox model.
1998 • 62 citations
Incomplete Data in Generalized Linear Models
1990 • 59 citations
Log-Linear Analysis of Censored Survival Data with Partially Observed Covariates
1989 • 58 citations
Estimating Equations with Incomplete Categorical Covariates in the Cox Model
1998 • 56 citations
Using the EM-algorithm for survival data with incomplete categorical covariates
1996 • 47 citations
Latent Structure Analysis of a Set of Multidimensional Contingency Tables
1984 • 47 citations
More on EM for ML factor analysis
1983 • 34 citations
Maximum likelihood analysis of generalized linear models with missing covariates
1999 • 32 citations
A Class of Pattern-Mixture Models for Normal Incomplete Data
1994 • 31 citations
Multiple Imputation in Mixture Models for Nonignorable Nonresponse With Follow-ups
1993 • 30 citations
Probability and Statistical Inference
1998 • 28 citations
Inference with Imputed Conditional Means
2000 • 25 citations
Discussion to Diggle, P. J. and Kenward, M. G. : Informative drop-out in longitudinal data analysis
1994 • 25 citations
Log-Linear Analysis of Censored Survival Data with Partially Observed Covariates
1989 • 12 citations
Deleted Work
1955 • 0 citations