A comparison of multiple-imputation methods for handling missing data in repeated measurements observational studies

Author:

Kalaycioglu Oya12,Copas Andrew3,King Michael1,Omar Rumana Z.1

Affiliation:

1. University College London; UK

2. Abant Izzet Baysal University; Bolu Turkey

3. Medical Research Council Clinical Trials Unit; London UK

Funder

Ministry of National Education of Turkey

Publisher

Wiley

Subject

Statistics, Probability and Uncertainty,Economics and Econometrics,Social Sciences (miscellaneous),Statistics and Probability

Reference36 articles.

1. Aucejo , E. M. Bugni , F. A. Hotz , V. J. 2013 Identification and inference on regressions with missing covariate data http://public.econ.duke.edu/~vjh3/working__papers/missing_x.pdf

2. Multiple imputation of discrete and continuous data by fully conditional specification;van Buuren;Statist. Meth. Med. Res.,2007

3. van Buuren , S. Oudshoorn , K. G. 2000 Multivariate imputation by chained equations: MICE V1.0 user's manual Report PG/VGZ/00.038 http://web.inter.nl.net/users/S.van.Buuren/mi/docs/Manual.pdf

4. MICE: Multivariate imputation by chained equations in R;van Buuren;J. Statist. Softwr.,2011

5. Multiple imputation using MLwiN;Carpenter;Multilev. Modllng Newslett.,2005

Cited by 33 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Meta-analysis of Censored Adverse Events;The New England Journal of Statistics in Data Science;2024

2. A longitudinal transition imputation model for categorical data applied to a large registry dataset;Statistics in Medicine;2023-09-27

3. References;Multiple Imputation and its Application 2e;2023-07-21

4. Review and evaluation of imputation methods for multivariate longitudinal data with mixed‐type incomplete variables;Statistics in Medicine;2022-10-11

5. Performance of LTMLE in the Presence of Missing Data in Control-Matched Longitudinal Studies;Statistics in Biopharmaceutical Research;2022-10-03

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3