Evaluation of multiple imputation approaches for handling missing covariate information in a case-cohort study with a binary outcome

被引:0
|
作者
Melissa Middleton
Cattram Nguyen
Margarita Moreno-Betancur
John B. Carlin
Katherine J. Lee
机构
[1] Murdoch Children’s Research Institute,Clinical Epidemiology & Biostatistics Unit
[2] Royal Children’s Hospital,Department of Paediatrics
[3] The University of Melbourne,undefined
关键词
Multiple imputation; Case-cohort study; Simulation study; Missing data; Unequal sampling probability; Inverse probability weighting;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [1] Evaluation of multiple imputation approaches for handling missing covariate information in a case-cohort study with a binary outcome
    Middleton, Melissa
    Nguyen, Cattram
    Moreno-Betancur, Margarita
    Carlin, John B.
    Lee, Katherine J.
    [J]. BMC MEDICAL RESEARCH METHODOLOGY, 2022, 22 (01)
  • [2] On the use of multiple imputation to address data missing by design as well as unintended missing data in case-cohort studies with a binary endpoint
    Melissa Middleton
    Cattram Nguyen
    John B. Carlin
    Margarita Moreno-Betancur
    Katherine J. Lee
    [J]. BMC Medical Research Methodology, 23
  • [3] On the use of multiple imputation to address data missing by design as well as unintended missing data in case-cohort studies with a binary endpoint
    Middleton, Melissa
    Nguyen, Cattram
    Carlin, John B.
    Moreno-Betancur, Margarita
    Lee, Katherine J.
    [J]. BMC MEDICAL RESEARCH METHODOLOGY, 2023, 23 (01)
  • [4] Multiple imputation of missing data in nested case-control and case-cohort studies
    Keogh, Ruth H.
    Seaman, Shaun R.
    Bartlett, Jonathan W.
    Wood, Angela M.
    [J]. BIOMETRICS, 2018, 74 (04) : 1438 - 1449
  • [5] Multiple Imputation in the Context of Case-Cohort Studies: Simulation and Case Study
    Middleton, Melissa
    Moreno-Betancur, Margarita
    Carlin, John
    Lee, Katherine J.
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2021, 50 : 155 - 155
  • [6] Multiple imputation analysis of case-cohort studies
    Marti, Helena
    Chavance, Michel
    [J]. STATISTICS IN MEDICINE, 2011, 30 (13) : 1595 - 1607
  • [7] Multiple imputation for missing data in a longitudinal cohort study: a tutorial based on a detailed case study involving imputation of missing outcome data
    Lee, Katherine J.
    Roberts, Gehan
    Doyle, Lex W.
    Anderson, Peter J.
    Carlin, John B.
    [J]. INTERNATIONAL JOURNAL OF SOCIAL RESEARCH METHODOLOGY, 2016, 19 (05) : 575 - 591
  • [8] Evaluation of Four Multiple Imputation Methods for Handling Missing Binary Outcome Data in the Presence of an Interaction between a Dummy and a Continuous Variable
    Javadi, Sara
    Bahrampour, Abbas
    Saber, Mohammad Mehdi
    Garrusi, Behshid
    Baneshi, Mohammad Reza
    [J]. JOURNAL OF PROBABILITY AND STATISTICS, 2021, 2021
  • [9] Considerations of multiple imputation approaches for handling missing data in clinical trials
    Quan, Hui
    Qi, Li
    Luo, Xiaodong
    Darchy, Loic
    [J]. CONTEMPORARY CLINICAL TRIALS, 2018, 70 : 62 - 71
  • [10] Handling Missing Data in Cross-Classified Multilevel Analyses: An Evaluation of Different Multiple Imputation Approaches
    Grund, Simon
    Luedtke, Oliver
    Robitzsch, Alexander
    [J]. JOURNAL OF EDUCATIONAL AND BEHAVIORAL STATISTICS, 2023, 48 (04) : 454 - 489