Pattern graphs: A graphical approach to nonmonotone missing data
نویسندگان
چکیده
We introduce the concept of pattern graphs–directed acyclic graphs representing how response patterns are associated. A graph represents an identifying restriction that is nonparametrically identified/saturated and often a missing not at random restriction. selection model mixture formulations using show they equivalent. leads to inverse probability weighting estimator as well imputation-based estimator. also study semiparametric efficiency theory derive multiply-robust graphs.
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ژورنال
عنوان ژورنال: Annals of Statistics
سال: 2022
ISSN: ['0090-5364', '2168-8966']
DOI: https://doi.org/10.1214/21-aos2094