A generative model for evaluating missing data methods in large epidemiological cohorts

Abstract Background The potential value of large scale datasets is constrained by the ubiquitous problem of missing data, arising in either a structured or unstructured fashion. When imputation methods are proposed for large scale data, one limitation is the simplicity of existing evaluation methods...

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Bibliographic Details
Published in:BMC Medical Research Methodology
Main Authors: Lav Radosavljević, Stephen M. Smith, Thomas E. Nichols
Format: Article
Language:English
Published: BMC 2025-02-01
Subjects:
Online Access:https://doi.org/10.1186/s12874-025-02487-4