On the use of hierarchical models for multiple imputation and synthetic data generation

Missing data are often imputed with plausible values when various analyses are performed. One popular approach employed to impute data is multiple imputation, which requires specification of a suitable imputation model. This thesis investigates the impact on multiply imputed hierarchical datasets wh...

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Bibliographic Details
Main Author: Rashid, Sana
Other Authors: Mitra, Robin ; Kouris, Nikos
Published: University of Southampton 2017
Subjects:
Online Access:https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.720202