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Comment on Oberman & Vink: Should we fix or simulate the complete data in simulation studies evaluating missing data methods?

Morris, Tim P; White, Ian R; Cro, Suzie; Bartlett, Jonathan W; Carpenter, James R; Pham, Tra My; (2024) Comment on Oberman & Vink: Should we fix or simulate the complete data in simulation studies evaluating missing data methods? Biometrical Journal , 66 (1) , Article 2300085. 10.1002/bimj.202300085. Green open access

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Abstract

For simulation studies that evaluate methods of handling missing data, we argue that generating partially observed data by fixing the complete data and repeatedly simulating the missingness indicators is a superficially attractive idea but only rarely appropriate to use.

Type: Article
Title: Comment on Oberman & Vink: Should we fix or simulate the complete data in simulation studies evaluating missing data methods?
Open access status: An open access version is available from UCL Discovery
DOI: 10.1002/bimj.202300085
Publisher version: https://doi.org/10.1002/bimj.202300085
Language: English
Additional information: This version is the author-accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Population Health Sciences > Inst of Clinical Trials and Methodology
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Population Health Sciences > Inst of Clinical Trials and Methodology > MRC Clinical Trials Unit at UCL
URI: https://discovery-pp.ucl.ac.uk/id/eprint/10178910
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