Roderick J. A. Little
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Mathematics
Roderick J. A. Little's Degrees
- PhD Statistics University of Chicago
- Masters Statistics University of Chicago
- Bachelors Mathematics University of California, Berkeley
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(Suggest an Edit or Addition)Roderick J. A. Little's Published Works
Published Works
- Statistical Analysis with Missing Data (1988) (10431)
- A Test of Missing Completely at Random for Multivariate Data with Missing Values (1988) (6157)
- Statistical Analysis with Missing Data: Little/Statistical Analysis with Missing Data (2002) (5708)
- Modeling the Drop-Out Mechanism in Repeated-Measures Studies (1995) (1529)
- The prevention and treatment of missing data in clinical trials. (2012) (1495)
- Robust Statistical Modeling Using the t Distribution (1989) (1369)
- Regression with Missing X's: A Review (2011) (1256)
- The Analysis of Social Science Data with Missing Values (1989) (1022)
- Missing-Data Adjustments in Large Surveys (1988) (1019)
- Pattern-Mixture Models for Multivariate Incomplete Data (1993) (997)
- A Review of Hot Deck Imputation for Survey Non‐response (2010) (876)
- Causal effects in clinical and epidemiological studies via potential outcomes: concepts and analytical approaches. (2000) (695)
- Survey Nonresponse Adjustments for Estimates of Means (1986) (548)
- Statistical Analysis with Missing Data, Third Edition (2019) (539)
- A Class of Pattern-Mixture Models for Normal Incomplete Data (1994) (401)
- Intent-to-treat analysis for longitudinal studies with drop-outs. (1996) (390)
- Missing Values in Multivariate Analysis (1975) (328)
- Models for Nonresponse in Sample Surveys (1982) (304)
- Post-Stratification: A Modeler's Perspective (1993) (274)
- To Model or Not To Model? Competing Modes of Inference for Finite Population Sampling (2004) (273)
- Does Weighting for Nonresponse Increase the Variance of Survey Means? (Conference Paper) (2004) (258)
- Web-based smoking-cessation programs: results of a randomized trial. (2008) (256)
- Maximum likelihood estimation for mixed continuous and categorical data with missing values (1985) (254)
- The Role of Engagement in a Tailored Web-Based Smoking Cessation Program: Randomized Controlled Trial (2008) (249)
- Change in estradiol and follicle-stimulating hormone across the early menopausal transition: effects of ethnicity and age. (2004) (245)
- Pattern-mixture models for multivariate incomplete data with covariates. (1996) (241)
- Multiple Imputation for the Fatal Accident Reporting System (1991) (222)
- Statistical Techniques for Analyzing Data from Prevention Trials: Treatment of No-Shows Using Rubin's Causal Model (1998) (220)
- Hormone predictors of bone mineral density changes during the menopausal transition. (2006) (212)
- Engagement and Retention: Measuring Breadth and Depth of Participant Use of an Online Intervention (2010) (195)
- Robust Estimation of the Mean and Covariance Matrix from Data with Missing Values (1988) (191)
- Proportional hazards regression with missing covariates (1999) (182)
- On Jointly Estimating Parameters and Missing Data by Maximizing the Complete-Data Likelihood (1983) (173)
- On weighting the rates in non‐response weights (2003) (160)
- Bias due to left truncation and left censoring in longitudinal studies of developmental and disease processes. (2011) (159)
- Alternative Methods for CPS Income Imputation (1986) (148)
- Analysis of multivariate missing data with nonignorable nonresponse (2003) (140)
- 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) (128)
- Calibrated Bayes (2006) (119)
- Adjusting for Nonignorable Drop-Out Using Semiparametric Nonresponse Models: Comment (1999) (114)
- Testing the Equality of Two Independent Binomial Proportions (1989) (110)
- Models for Contingency Tables with Known Margins when Target and Sampled Populations Differ (1991) (103)
- Editing and Imputation for Quantitative Survey Data (1987) (100)
- Evaluation of a brief tailored motivational intervention to prevent early childhood caries. (2011) (98)
- A test of missing completely at random for generalised estimating equations with missing data (1999) (93)
- Evaluation of four proposed bleeding criteria for the onset of late menopausal transition. (2006) (91)
- The ReSTAGE Collaboration: defining optimal bleeding criteria for onset of early menopausal transition. (2008) (87)
- Model-Based Alternatives to Trimming Survey Weights (2000) (79)
- Projecting From Advance Data Using Propensity Modeling: An Application to Income and Tax Statistics (1992) (79)
- Penalized Spline Model-Based Estimation of the Finite Populations Total from Probability-Proportional-to-Size Samples (2003) (78)
- Calibrated Bayes, an alternative inferential paradigm for official statistics (2012) (77)
- Calibrated Bayes, for Statistics in General, and Missing Data in Particular (2011) (74)
- Proxy Pattern-Mixture Analysis for Survey Nonresponse (2011) (74)
- Bayes and Multiple Imputation (2014) (72)
- Fertility exposure analysis: A new method for assessing the contribution of proximate determinants to fertility differentials. (1984) (69)
- An evaluation of asthma interventions for preteen students. (2010) (69)
- Inference for the Population Total from Probability-Proportional-to-Size Samples Based on Predictions from a Penalized Spline Nonparametric Model (2003) (66)
- Inference about means from incomplete multivariate data (1976) (65)
- The design and conduct of clinical trials to limit missing data (2012) (64)
- Androgens are associated with hemostatic and inflammatory factors among women at the mid-life. (2005) (62)
- Causal Inference in Hybrid Intervention Trials Involving Treatment Choice (2008) (62)
- The value of follicle-stimulating hormone concentration and clinical findings as markers of the late menopausal transition. (2006) (61)
- Multiple imputation for threshold-crossing data with interval censoring. (1993) (60)
- Standards should be applied in the prevention and handling of missing data for patient-centered outcomes research: a systematic review and expert consensus. (2014) (59)
- Direct Standardization: A Tool for Teaching Linear Models for Unbalanced Data (1982) (57)
- Screening experiments and the use of fractional factorial designs in behavioral intervention research. (2008) (56)
- Subsample ignorable likelihood for regression analysis with missing data (2011) (56)
- Hemostatic factors and estrogen during the menopausal transition. (2005) (55)
- Penalized Spline Nonparametric Mixed Models for Inference About a Finite Population Mean from Two-Stage Samples (2003) (55)
- The NHANES III multiple imputation project (1996) (52)
- Extensions of the Penalized Spline of Propensity Prediction Method of Imputation (2009) (52)
- Multiple imputation: an alternative to top coding for statistical disclosure control (2007) (51)
- An Extended General Location Model for Causal Inferences from Data Subject to Noncompliance and Missing Values (2004) (50)
- Selective Multiple Imputation of Keys for Statistical Disclosure Control in Microdata (2003) (48)
- On summary measures analysis of the linear mixed effects model for repeated measures when data are not missing completely at random. (1999) (46)
- Bayesian penalized spline model-based inference for finite population proportion in unequal probability sampling. (2010) (45)
- Estimating a Finite Population Mean from Unequal Probability Samples (1983) (45)
- SURVEY NONRESPONSE ADJUSTMENTS (2002) (45)
- Bayesian hypothesis testing of four-taxon topologies using molecular sequence data. (1996) (44)
- How Well Quantified Is the Limit of Quantification? (2010) (44)
- Strategy hubs: next-generation domain portals with search procedures (2003) (43)
- Statistical Disclosure Techniques Based on Multiple Imputation (2005) (42)
- The effect of patient choice of intervention on health outcomes. (2008) (42)
- Penalized Spline of Propensity Methods for Treatment Comparison (2019) (42)
- Intention‐to‐treat analysis with treatment discontinuation and missing data in clinical trials (2015) (40)
- Incomplete data in repeated measures analysis (1992) (38)
- Subsampling Callbacks to Improve Survey Efficiency (2000) (37)
- On the Formation of Weighting Adjustment Cells for Unit Nonresponse (2003) (36)
- WEIGHTING ADJUSTMENTS FOR UNIT NONRESPONSE WITH MULTIPLE OUTCOME VARIABLES (2003) (36)
- Methodologic and design issues in patient-centered e-health research. (2010) (36)
- Random-effects Models for Smoothing Poststrati ® cation Weights (1999) (35)
- Mixed‐Effect Hybrid Models for Longitudinal Data with Nonignorable Dropout (2009) (34)
- A stimulation study to evaluate the performance of model-based multiple imputations in HCHS health examination surveys (1995) (32)
- Regression analysis with covariates that have heteroscedastic measurement error (2011) (32)
- Non‐response adjustment of survey estimates based on auxiliary variables subject to error (2013) (30)
- Framework for the treatment and reporting of missing data in observational studies: The Treatment And Reporting of Missing data in Observational Studies framework (2021) (30)
- Model‐based estimates of the finite population mean for two‐stage cluster samples with unit non‐response (2007) (30)
- Single Imputation Methods (2014) (28)
- The Use of Sample Weights in Hot Deck Imputation. (2009) (28)
- The General Linear Model and Direct Standardization (1979) (27)
- A comparison of subset selection and analysis of covariance for the adjustment of confounders. (2000) (27)
- Estimation of Background Serum 2,3,7,8-TCDD Concentrations By Using Quantile Regression in the UMDES and NHANES Populations (2010) (26)
- Consistent Regression Methods for Discriminant Analysis with Incomplete Data (1978) (26)
- Bayesian Inference for the Finite Population Total from a Heteroscedastic Probability Proportional to Size Sample (2015) (26)
- Strategy hubs: Domain portals to help find comprehensive information (2006) (26)
- A Bayesian Approach to Combining Information from a Census, a Coverage Measurement Survey, and Demographic Analysis (2000) (25)
- Meta‐Analysis of Studies with Missing Data (2009) (24)
- Conditions for Ignoring the Missing-Data Mechanism in Likelihood Inferences for Parameter Subsets (2017) (24)
- On Using Summary Statistics From an External Calibration Sample to Correct for Covariate Measurement Error (2012) (24)
- Factors that influence successful training and faculty career development in hematology/oncology patient-oriented clinical research. (2005) (24)
- The Bayesian Approach to Sample Survey Inference (2003) (23)
- Block-Conditional Missing at Random Models for Missing Data (2010) (23)
- A hot‐deck multiple imputation procedure for gaps in longitudinal data on recurrent events (2008) (23)
- Weighting and Prediction in Sample Surveys (2008) (22)
- Comparative Study of Confidence Intervals for Proportions in Complex Sample Surveys. (2019) (19)
- Parametric and Semiparametric Model‐Based Estimates of the Finite Population Mean for Two‐Stage Cluster Samples with Item Nonresponse (2007) (18)
- Calibrated Bayes, an inferential paradigm for official statistics in the era of big data (2015) (17)
- The existence of cognitive plateaus in Alzheimer's disease (2009) (17)
- Measures of the Degree of Departure from Ignorable Sample Selection. (2020) (17)
- Missing-Data Adjustments in Large Surveys: Reply (1988) (17)
- Opening the black box of biomarker measurement error. (2010) (17)
- An analysis of nonignorable nonresponse to income in a survey with a rotating panel design (2011) (17)
- Bayesian inference for finite population quantiles from unequal probability samples. (2012) (16)
- Test Equating From Biased Samples, With Application to the Armed Services Vocational Aptitude Battery (1994) (16)
- Nurse aides' identification of onset and level of agitation in late stage dementia patients (1999) (15)
- Approaches to Improving Survey-Weighted Estimates (2017) (15)
- Complete‐Case and Available‐Case Analysis, Including Weighting Methods (2014) (15)
- In Praise of Simplicity not Mathematistry! Ten Simple Powerful Ideas for the Statistical Scientist (2013) (14)
- A COMPARISON OF IMPUTATION TECHNIQUES IN THE THIRD NATIONAL HEALTH AND NUTRITION EXAMINATION SURVEY (2002) (14)
- A Hot‐Deck Multiple Imputation Procedure for Gaps in Longitudinal Recurrent Event Histories (2011) (14)
- A Profile Conditional Likelihood Approach for the Semiparametric Transformation Regression Model with Missing Covariates (2001) (13)
- The Extent and Patterns of Multiple Chronic Conditions in Low-Income Children (2015) (13)
- A comparative study of doubly robust estimators of the mean with missing data (2011) (12)
- Missing not at random models for masked clinical trials with dropouts (2015) (12)
- Approximately calibrated small sample inference about means from bivariate normal data with missing values (1988) (12)
- QUANTITATIVE MAGNETIC RESONANCE IMAGE ANALYSIS VIA THE EM ALGORITHM WITH STOCHASTIC VARIATION. (2008) (11)
- MISSING DATA IN LARGE DATA SETS (1983) (10)
- Statistical Modeling Methodology for the Voting Rights Act Section 203 Language Assistance Determinations (2014) (10)
- Missing Data in Experiments (2014) (10)
- The treatment of missing data in a large cardiovascular clinical outcomes study (2016) (10)
- MISSING-DATA ADJUSTMENTS FOR PARTIALLY-SCALED VARIABLES (2002) (9)
- A Bayesian Approach to 2000 Census Evaluation Using ACE Survey Data and Demographic Analysis (2005) (9)
- Missing Data Assumptions (2021) (9)
- Bayesian Methods for Unit and Item Nonresponse (2003) (8)
- A multiple imputation approach to disclosure limitation for high‐age individuals in longitudinal studies (2010) (8)
- Robust Model-Based Inference for Incomplete Data via Penalized Spline Propensity Prediction (2008) (8)
- Model-based inference for two-stage cluster samples subject to nonignorable item nonresponse (2008) (8)
- Nonignorable Missing‐Data Models (2014) (7)
- Proxy Pattern-Mixture Analysis for a Binary Variable Subject to Nonresponse (2020) (7)
- Analyzing clinical trial outcomes based on incomplete daily diary reports (2016) (7)
- Illustrative analysis: socio-economic differentials in cumulative fertility in Sri Lanka--a marriage cohort approach. (1981) (7)
- Maximum Likelihood for General Patterns of Missing Data: Introduction and Theory with Ignorable Nonresponse (2014) (7)
- MISSING AT RANDOM AND IGNORABILITY FOR INFERENCES ABOUT SUBSETS OF PARAMETERS WITH MISSING DATA (2013) (7)
- Comments on: Missing data methods in longitudinal studies: a review (2009) (6)
- A Comparison of Three Popular Methods for Handling Missing Data: Complete-Case Analysis, Inverse Probability Weighting, and Multiple Imputation (2022) (6)
- Indices of non‐ignorable selection bias for proportions estimated from non‐probability samples (2019) (6)
- A comparison of parametric propensity score‐based methods for causal inference with multiple treatments and a binary outcome (2021) (6)
- Balanced centralized and distributed database design in a clinical research environment. (2000) (6)
- Combining Information from Multiple Modes to Reduce Nonresponse Bias (2005) (5)
- Comment: Struggles with Survey Weighting and Regression Modeling (2007) (5)
- Medical-encounter mental health diagnoses, non-fatal injury and polypharmacy indicators of risk for accident death in the US Army enlisted soldiers, 2004-2009. (2017) (5)
- Rooting Gene Trees without Outgroups: EP Rooting (2012) (5)
- An Evaluation of Model-Dependent and Probability-Sampling Inferences in Sample Surveys: Comment (1983) (5)
- Struggles with Survey Weighting and Regression Modeling. Comment. (2007) (5)
- A comparison of doubly robust estimators of the mean with missing data (2015) (5)
- Coverage Properties of Confidence Intervals for Proportions in Complex Sample Surveys ∗ (2014) (5)
- Statistical Analysis of Repeated-Measures Data with Drop-outs (2001) (4)
- Multiple Imputation with Massive Data: An Application to the Panel Study of Income Dynamics. (2020) (4)
- Estimation of Imputation Uncertainty (2014) (4)
- Analysis of Multivariate Monotone Missing Data by A Pseudolikelihood Method (2004) (4)
- A Bayesian Image Analysis of Radiation Induced Changes in Tumor Vascular Permeability. (2010) (4)
- On algorithmic and modeling approaches to imputation in large data sets (2019) (4)
- Sequential imputation for models with latent variables assuming latent ignorability (2019) (4)
- Bayesian sensitivity analyses for longitudinal data with dropouts that are potentially missing not at random: A high dimensional pattern‐mixture model (2021) (3)
- Bayesian Multiple Imputation for Assay Data Subject to Measurement Error (2013) (3)
- Statistical aspects of The National Children's Study. Discussion. (2010) (3)
- ROBUST MODEL-BASED INFERENCE FOR A FINITE POPULATION MEAN FROM UNEQUALLY WEIGHTED SAMPLES (2002) (3)
- A Pseudo‐Bayesian Shrinkage Approach to Regression with Missing Covariates (2012) (3)
- Bayesian Penalized Spline Model-Based Estimation of the Finite Population Proportion From Probability-Proportional-to-Size Samples (2007) (3)
- University of Pennsylvania 11th annual conference on statistical issues in clinical trials: Estimands, missing data and sensitivity analysis (afternoon panel session) (2019) (3)
- Discussion of “On Bayesian Estimation of Marginal Structural Models” (2015) (3)
- A Simulation Study of Diagnostics for Selection Bias (2021) (3)
- Inference for phylogenies under a hybrid parsimony method: evolutionary-symmetric transversion parsimony. (1997) (3)
- A method for longitudinal prospective evaluation of markers for a subsequent event. (2011) (3)
- 98Framework for the Treatment And Reporting of Missing data in Observational Studies: The TARMOS framework (2020) (2)
- Mixed Normal and Non‐Normal Data with Missing Values, Ignoring the Missing‐Data Mechanism (2014) (2)
- Robust likelihood-based analysis of longitudinal data with missing values (2006) (2)
- A Bayesian Approach to Census Evaluation using A C E Survey Data and Demographic Analysis (2003) (2)
- Penalized Spline of Propensity Methods for Treatment Comparison: Rejoinder (2019) (2)
- Robust Likelihood-Based Analysis of Longitudinal Survey Data with Missing Values (2009) (2)
- Modeling Demographic Relationships: An Analysis of Forecast Functions for Australian Births: Comment (1981) (2)
- Statistical methods for missing data in complex sample surveys (2009) (2)
- Editing and imputation of multivariate data: issue and new approaches (1991) (2)
- Some statistical analysis issues at the World Fertility Survey. (1988) (2)
- A Case Study of Nonresponse Bias Analysis in Educational Assessment Surveys (2021) (2)
- Robust Causal Estimation from Observational Studies Using Penalized Spline of Propensity Score for Treatment Comparison (2021) (2)
- Accounting for survey design in Bayesian disaggregation of survey-based areal estimates of proportions: An application to the American Community Survey (2021) (1)
- A simulation study of diagnostics for bias in non-probability samples (2019) (1)
- Models for Partially Classified Contingency Tables, Ignoring the Missing‐Data Mechanism (2014) (1)
- Subsample ignorable likelihood for accelerated failure time models with missing predictors (2015) (1)
- Likelihood‐Based Inference for the Finite Population Mean with Post‐Stratification Information Under Non‐Ignorable Non‐Response (2022) (1)
- Statistical Data, Missing (2001) (1)
- 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) (1)
- Analysis of Nonrandomly Censored Ordered Categorical Longitudinal Data from Analgesic Trials: Comment (1997) (1)
- SURVEY INFERENCE WITH WEIGHTS FOR DIFFERENTIAL SAMPLE (2002) (1)
- Wanted!: Statisticians in the Federal Statistical system (2012) (1)
- Missing Data/Imputation (2015) (1)
- Factored Likelihood Methods, Ignoring the Missing‐Data Mechanism (2014) (1)
- Regression calibration is valid when properly applied. (2013) (1)
- Incomplete Data - Encyclopedia Entry. (1982) (1)
- ASSESSING SELECTION BIAS IN REGRESSION COEFFICIENTS ESTIMATED FROM NONPROBABILITY SAMPLES WITH APPLICATIONS TO GENETICS AND DEMOGRAPHIC SURVEYS. (2021) (1)
- Multivariate Normal Examples, Ignoring the Missing‐Data Mechanism (2014) (1)
- Dropouts in Longitudinal Studies: Methods of Analysis† (2014) (1)
- Subsample ignorable likelihood for accelerated failure time models with missing predictors (2014) (0)
- Contribution to the discussion of Scharfstein em et al (1999) (0)
- Large‐Sample Inference Based on Maximum Likelihood Estimates (2014) (0)
- A statistical algorithm for detecting cognitive plateaus in Alzheimer’s disease (2010) (0)
- Nonresponse Bias Analysis in Longitudinal Studies: A Comparative Review with an Application to the Early Childhood Longitudinal Study (2022) (0)
- The Restage Project: Evaluating Bleeding Criteria for Staging Reproductive Aging in Four Cohorts (2006) (0)
- Comment (2008) (0)
- Theory of Inference Based on the Likelihood Function (2014) (0)
- Comment (2007) (0)
- Training Program in Biostatistics for Breast Cancer Research. (1995) (0)
- Longitudinal Image Analysis of Tumor / Brain Change in Contrast Uptake Induced by Radiation (2018) (0)
- MISSING AT RANDOM AND IGNORABILITY FOR INFERENCES ABOUT INDIVIDUAL PARAMETERS WITH MISSING DATA (2012) (0)
- Some Reflections on Rosenbaum and Rubin’s Propensity Score Paper (2023) (0)
- STATISTICAL METHODS IN ESTIMATING QUANTILES OF SERUM DIOXIN CONCENTRATION BY AGE, WITH VALUES BELOW LIMIT OF DETECTION (2002) (0)
- Measures of Selection Bias in Regression Coefficients Estimated from Non-Probability Samples (2020) (0)
- Little et al. Respond to “(Bio)marker Effectiveness” (2011) (0)
- 1376Modern concepts in the handling and reporting of missing data (2021) (0)
- A Bayesian Image Analysis of the Change in Tumor/Brain Contrast Uptake Induced by Radiation via Reversible Jump Markov Chain Monte Carlo (2007) (0)
- Does Weighting for Nonresponse Increase the Variance of Survey Means? (Journal Article) (2005) (0)
- Comment on “confidence, credibility and prediction” (2018) (0)
- Spline Pattern-Mixture Models for Missing Data (2021) (0)
- Discussion on “Dissecting Multiple Imputation from a Multi-phase Inference Perspective: What Happens When God's, Imputer's and Analyst's Models Are Uncongenial?” (2018) (0)
- AN ANALYSIS OF NONIGNORABLE NONRESPONSE IN A SURVEY WITH A ROTATING PANEL DESIGN (2010) (0)
- Dropouts in Longitudinal Studies: Methods of Analysis (2005) (0)
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