3 citations · 7 across the 5 of their papers we have counts for
4 papers · 1 filter
How to relate potential outcomes: Estimating individual treatment effects under a given specified partial correlation
Mingyang Cai, Stef van Buuren, Gerko Vink
In most medical research, the average treatment effect is used to evaluate a treatment's performance. However, precision medicine requires knowledge of individual treatment effects…
Joint distribution properties of Fully Conditional Specification under the normal linear model with normal inverse-gamma priors
Mingyang Cai, Stef van Buuren, Gerko Vink
Fully conditional specification (FCS) is a convenient and flexible multiple imputation approach. It specifies a sequence of simple regression models instead of a potential complex…
Graphical and numerical diagnostic tools to assess multiple imputation models by posterior predictive checking
Mingyang Cai, Stef van Buuren, Gerko Vink
Missing data are often dealt with multiple imputation. A crucial part of the multiple imputation process is selecting sensible models to generate plausible values for incomplete da…
Missing the Point: Non-Convergence in Iterative Imputation Algorithms
Hanne Ida Oberman, Stef van Buuren, Gerko Vink
Iterative imputation is a popular tool to accommodate missing data. While it is widely accepted that valid inferences can be obtained with this technique, these inferences all rely…