Multiple Imputation for Multivariate Missing-Data Problems: A Data Analyst's Perspective.

No abstract is available for this paper.

• Publication year

  1998

• Venue

  Multivariate Behavioral Research

• Publication date

  1998-10-01

• Fields of study

  Mathematics, Computer Science, Medicine

• Identifiers
  DOI 10.1207/s15327906mbr3304_5PMID 26753828
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Analysis of Incomplete Multivariate Data

  2000influential reference
• On the performance of multiple imputation for multivariate data with small sample size

  1999cited by this paper
• SAS System for Mixed Models

  1996cited by this paper
• Markov chain Monte Carlo in Practice

  1996cited by this paper
• Multiple Imputation After 18+ Years

  1996cited by this paper
• A stimulation study to evaluate the performance of model-based multiple imputations in HCHS health examination surveys

  1995cited by this paper
• Analysis with missing data in drug prevention research.

  1994cited by this paper
• Maximum likelihood estimation via the ECM algorithm: A general framework

  1993cited by this paper
• Preventing alcohol, marijuana, and cigarette use among adolescents: peer pressure resistance training versus establishing conservative norms.

  1991influential reference
• Statistical Analysis With Missing Data

  1988cited by this paper
• The calculation of posterior distributions by data augmentation

  1987cited by this paper
• Maximum likelihood from incomplete data via the EM - algorithm plus discussions on the paper

  1977cited by this paper
• INFERENCE AND MISSING DATA

  1975cited by this paper
• Preventive Medicine.

  1960cited by this paper

• A novel average treatment effect estimation approach for integrated incomplete datasets, with application in childhood anemia.

  2026cites this paper
• Work dynamics and job autonomy as drivers of sustainable workplace well-being in digitally enabled remote work settings

  2026cites this paper
• Comparative Efficacy RCT of 3 Intensive Infant/Toddler Therapies for Unilateral Cerebral Palsy

  2026cites this paper
• Influences of reading skills in mathematics achievement: A moderated mediation model

  2026cites this paper
• Budget Impact of Faricimab in Neovascular Age-Related Macular Degeneration in the Netherlands: A Systematic Review and Meta-Analysis of Injection Count

  2026cites this paper
• Maternal scaffolding and children's mathematical ability: A longitudinal moderated mediation study

  2026cites this paper
• ACT-based change processes as predictors of post-stroke depression among stroke survivors.

  2026cites this paper
• Application of Transformer Neural Networks for Data Cleaning in Emergency Room Logs: A Case Study From the Bordeaux University Hospital

  2025cites this paper
• How to manage missing covariates in randomized controlled trials: a comparison of strategies

  2025cites this paper
• Relationships between reading engagement features and students’ digital reading performance: An international large-scale study

  2025cites this paper
• Development of the paternal pregnancy-related anxiety scale (PPrAS) using Rasch analysis with Australian and USA samples of expectant fathers.

  2025cites this paper
• Multivariate Time-Series Missing Data Imputation with Convolutional Transformer Model

  2025cites this paper
• Long-term atmospheric cadmium deposition and its time-lagged response to policy measures in southern China.

  2025cites this paper
• Multilevel Multigroup Structural Equation Modeling In A Single-Level Framework

  2025cites this paper
• Can AV crash datasets provide more insight if missing information is supplemented? Employing Generative Adversarial Imputation Networks to Tackle Data Quality Issues

  2025cites this paper
• Effects on Maternal Mental Health and Parental Functioning of an Interdisciplinary Intervention to Support Women in Vulnerable Positions Through Pregnancy and Early Motherhood: A Randomized Controlled Trial

  2025cites this paper
• Working with missing data in large-scale assessments

  2025cites this paper
• High-dimensional data classification: evaluating the impact of missing data imputation methods on performance

  2025cites this paper
• Alcohol interventions for persons with HIV: Meta-analysis of randomized controlled trials using phosphatidylethanol and self-report.

  2025cites this paper
• Navigating Sustainable Performance of Small and Medium Enterprises: The Role of Big Data Analytics, Green Innovation and Strategic Change

  2025cites this paper
• Simulation comparison of the effects of missing data imputation methods on classification performance in high dimensional data

  2025cites this paper
• Randomised waitlist-controlled trial of a 10-week community programme using a plant-based diet in a predominantly Māori population in Tairāwhiti (Gisborne)

  2025cites this paper
• Coaches’ Observations of Eating Disorder Symptoms Among Athletes: Initial Validation of the Norwegian Translated Athlete Eating Psychopathology Observation Questionnaire

  2025cites this paper
• Developing and validating the perceived youth barriers scale (PYBS): A bottom-up approach to assessing barriers faced by underprivileged young adults

  2025cites this paper
• MACHINE LEARNING-BASED FAULT DETECTION AND SEVERITY ANALYSIS USING SENSOR DATA IN SOLAR PHOTOVOLTAIC (PV) SYSTEMS

  2025cites this paper
• Party system nationalization, party centralization and legislative de/centralization in federal democracies

  2025cites this paper
• An explainable predictive machine learning model of gangrenous cholecystitis based on clinical data: a retrospective single center study

  2025cites this paper
• Incident arrhythmias in relation to ventilatory parameters and pulmonary disease: evidence from two prospective cohort studies

  2025cites this paper
• The effectiveness of game-based literacy app learning in preschool children from diverse backgrounds

  2025cites this paper
• Bias and Efficiency Comparison between Multiple Imputation and Available-Case Analysis for Missing Data in Longitudinal Models.

  2025cites this paper
• Artificial generation of survey data on the expected bitterness of beer

  2025cites this paper
• A Service Evaluation of Antenatal Detection of Small-for-Gestational-Age Infants in a UK National Health Service Trust

  2025cites this paper
• Handbook of Statistics in Clinical Oncology

  2025cites this paper
• Denoising variational autoencoders for smart inspection of wafer probe card PCB channels for advancing quality control for semiconductor manufacturing

  2025cites this paper
• Evaluation of Generative Adversarial Imputation Nets’ Performance in Handling Missing Data in Structural Equation Modeling

  2025cites this paper
• Change Trajectories and Predictors of Work-Family Conflict for Dual-Earner Parents Raising Preteens

  2025cites this paper
• A spatial vulnerability index for environmental health

  2025cites this paper
• Missing data in ecology: Syntheses, clarifications, and considerations

  2025cites this paper
• Rheumatoid arthritis and cardiovascular disease associations in the UK Biobank

  2025cites this paper
• A Review of Missing Data Reporting Practices in the Field of Internationalization of Higher Education

  2025influential citation
• Adapting tree-based multiple imputation methods for multi-level data? A simulation study

  2024cites this paper
• Psychosocial factors and changing patterns of prolonged online gaming in adolescents

  2024cites this paper
• An introduction and practical guide to strategies for analyzing longitudinal data in clinical trials of smoking cessation treatment: Beyond dichotomous point-prevalence outcomes.

  2024cites this paper
• Multiple imputation of hierarchical nonlinear time series data with an application to school enrollment data

  2024cites this paper
• Remission, Recovery, Relapse and Recurrence Rates for Suicide Attempts and Non-Suicidal Self-Injury for Suicidal Youth Treated With Dialectical Behavior Therapy or Supportive Therapy.

  2024cites this paper
• SAS MACRO for forward model selection in a logistic regression model with missing values

  2024cites this paper
• Validating a measure of growing pattern understanding in Chinese preschool children

  2024cites this paper
• Artificial intelligence is the magic wand making customer-centric a reality! An investigation into the relationship between consumer purchase intention and consumer engagement through affective attachment

  2024cites this paper
• A data-driven approach to understanding non-response and restoring sample representativeness in the UK Next Steps cohort.

  2024influential citation
• Big little leap: The role of transition difficulties in children's skill development during kindergarten

  2024cites this paper
• Handling missing data in longitudinal clinical trials: three examples from the pediatric psychology literature.

  2024cites this paper
• Effective and Efficient Handling of Missing Data in Supervised Machine Learning

  2024cites this paper
• Biased teacher expectations of students with migration backgrounds: Analysis with nationality stereotype clusters

  2024influential citation
• Drink like a man? Modified Poisson analysis of adolescent binge drinking in the US, 1976-2022.

  2024cites this paper
• Two stage iterative approach for addressing missing values in small-scale water quality data

  2024cites this paper
• Applying machine learning to understand the role of social-emotional skills on subjective well-being and physical health.

  2024cites this paper
• Coronary artery bypass grafting vs. percutaneous coronary intervention in severe ischaemic cardiomyopathy: long-term survival.

  2024cites this paper
• Benefits of Repeated Matched-Cohort and Nested Case–Control Analyses with Time-dependent Exposure in Observational Studies

  2024cites this paper
• Prospective Registration of Trials: Where we are, why, and how we could get better.

  2024cites this paper
• Assessing the evolution and convergence of energy-related carbon emission efficiency in the Yangtze River Economic Belt

  2024cites this paper
• How do Social Media Platforms Shape the Public Perception and Support of Policy Issues and Initiatives in Climate Change?

  2024cites this paper
• Psychometric analysis of the Hip Disability and Osteoarthritis Outcome Score Joint Replacement (HOOS-JR)

  2024cites this paper
• Improving GWAS performance in underrepresented groups by appropriate modeling of genetics, environment, and sociocultural factors

  2024cites this paper
• To Gain Sustainable Competitive Advantages (SCA) Using Artificial Intelligence (AI) Over Competitors

  2024cites this paper
• Measuring Decentering – Development and Validation of the French Version of the Experiences Questionnaire (EQ-F)

  2024cites this paper
• Association between different levels of suppressed viral load and the risk of sexual transmission of HIV among serodiscordant couples on antiretroviral therapy: a protocol for a two-step systematic review and individual participant data meta-analysis

  2024cites this paper
• Multivariate statistical analysis and bespoke deviation network modeling for geochemical anomaly detection of rare earth elements

  2024cites this paper
• Association Between Early Sexual Debut and New HIV Infections Among Adolescents and Young Adults in 11 African Countries

  2024cites this paper
• Cost‐sensitive classification with time constraint on incomplete data

  2024cites this paper
• Integrating Qualitative and Quantitative Approaches: The Impact of AI Design on Consumer Perception and Buying Behavior in the FMCG Sector

  2024cites this paper
• Cotton yield prediction utilizing unmanned aerial vehicles (UAV) and Bayesian neural networks

  2024cites this paper
• Psychologically Traumatic Birth: Associations with Increased Drinking and Delayed Risk of Alcohol Harm in Mothers

  2024cites this paper
• Assessing the impact of missing data in youth overweight and obesity research: complete case analysis versus multiple imputation

  2024cites this paper
• An investigation into the effect of different missing data imputation methods on IRT-based differential item functioning

  2024cites this paper
• Integrated Hepatitis C-Opioid Use Disorder Care Through Facilitated Telemedicine: A Randomized Trial.

  2024cites this paper
• How hospital autonomy affects provider payment reform effectiveness.

  2024cites this paper
• Lactobacillus casei Shirota probiotic drinks reduce antibiotic associated diarrhoea in patients with spinal cord injuries who regularly consume proton pump inhibitors: a subgroup analysis of the ECLISP multicentre RCT

  2024cites this paper
• Comparison of different machine learning classification models for predicting deep vein thrombosis in lower extremity fractures

  2024cites this paper
• Use of Sequential Hot-Deck Imputation for Missing Health Care Systems Data for Population Health Research

  2024cites this paper
• The Impact of Debt on Job-Search Behavior Among South-Korean Low-Income Youths: Focusing on the Mediating Effect of Self-Esteem

  2024cites this paper
• Using plausible values when fitting multilevel models with large-scale assessment data using R

  2024cites this paper
• Risk Perception of Mental Health Disorders Among Disabled Students and Their Quality of Life: The Role of University Disability Service Support

  2024cites this paper
• Effect of a selective personality-targeted prevention program on 7-year illicit substance related outcomes: A secondary analysis of a cluster randomized controlled trial.

  2024cites this paper
• Impacts of Missing Data Imputation on Resilience Evaluation for Water Distribution System

  2024cites this paper
• Determinants of Volunteers’ Perceptions of Crime and Disorder: Do Perceptions Reflect Reality?

  2024cites this paper
• Borderline personality disorder and post-traumatic stress disorder in adolescents: protocol for a comparative study of borderline personality disorder with and without comorbid post-traumatic stress disorder (BORDERSTRESS-ADO)

  2024cites this paper
• Nutritional Status, Daily Nutrition Intake, and Dietary Patterns of Korean Adults With Low Vision and Blindness

  2024cites this paper
• Unmasking Data Secrets: An Empirical Investigation into Data Smells and Their Impact on Data Quality

  2024cites this paper
• Machine Learning-based Smart Irrigation Controller for Runoff Minimization in Turfgrass Irrigation

  2024cites this paper
• Leveraging social media to increase lung cancer screening awareness, knowledge and uptake among high-risk populations (The INSPIRE-Lung Study): Study protocol of design and methods of a community-based randomized controlled trial

  2023cites this paper
• Prospective associations between adherence to 24-hour movement guidelines and mental well-being in Chinese adolescents

  2023cites this paper
• Polysubstance Use Profiles and HIV Viremia in a South African Cohort of Female Sex Workers: A Latent Class Analysis

  2023cites this paper
• Handling Complete Short-term Data Logging Failure in Smart Buildings: Machine Learning based Forecasting Pipelines with Sliding-window Training Scheme

  2023cites this paper
• Feelings of incompleteness as Linking Obsessive-Compulsive Disorder and Autism Spectrum Disorder: An Examination Using a Computerized Approach-Avoidance Task

  2023cites this paper
• Development of a risk prediction model for surgical site infection after lower third molar surgery.

  2023cites this paper
• FoMO, but not self-compassion, moderates the link between social media use and anxiety in adolescence

  2023cites this paper
• Examining ICT attitudes, use and support in blended learning settings for students' reading performance: Approaches of artificial intelligence and multilevel model

  2023cites this paper
• Migration and biological continuity in central Mexico during the Classic-Epiclassic transition.

  2023cites this paper
• Efficient Multiple Imputation for Diverse Data in Python and R: MIDASpy and rMIDAS

  2023cites this paper
• The joint impact of symptom deterioration and social factors on wellbeing for people with Parkinson's during the covid-19 pandemic in the UK.

  2023cites this paper