4.5 Article

Strategies to fit pattern-mixture models

Journal

BIOSTATISTICS
Volume 3, Issue 2, Pages 245-265

Publisher

OXFORD UNIV PRESS
DOI: 10.1093/biostatistics/3.2.245

Keywords

delta method; linear mixed model; missing data; repeated measures; sensitivity analysis

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Whereas most models for incomplete longitudinal data are formulated within the selection model framework, pattern-mixture models have gained considerable interest in recent years (Little, 1993, 1994). In this paper, we outline several strategies to fit pattern-mixture models, including the so-called identifying restrictions strategy. Multiple imputation is used to apply this strategy to realistic settings, such as quality-of-life data from a longitudinal study on metastatic breast cancer patients.

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