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Kleinke, Kristian ; de Jong, Roel; Spiess, Martin; Reinecke, Jost: Multiple imputation of incomplete ordinary and overdispersed count data
Inhalt
Introduction
Theoretical Background
Missing Data
Multiple Imputation in a Nutshell
Multiple Imputation by Chained Equations
The mice Software in R
Count Data Analysis and Imputation
Study 1: Estimation Precision of Poisson and Quasi-Poisson imputation
Hypotheses
Monte Carlo Simulations
Missing Data Imputation and Data Analysis
Quality Criteria
Results
Study 2: Robustness to MNAR Processes
Overview and Hypotheses
Method
Results
Discussion