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• W2971684097 abstract "We study the identification and estimation of statistical functionals of multivariate data missing non-monotonically and not-at-random, taking a semiparametric approach. Specifically, we assume that the missingness mechanism satisfies what has been previously called self-censoring or itemwise conditionally independent nonresponse, which roughly corresponds to the assumption that no partially-observed variable directly determines its own missingness status. We show that this assumption, combined with an odds ratio parameterization of the joint density, enables identification of functionals of interest, and we establish the semiparametric efficiency bound for the nonparametric model satisfying this assumption. We propose a practical augmented inverse probability weighted estimator, and in the setting with a (possibly high-dimensional) always-observed subset of covariates, our proposed estimator enjoys a certain double-robustness property. We explore the performance of our estimator with simulation experiments and on a previously-studied data set of HIV-positive mothers in Botswana." @default.
• W2971684097 created "2019-09-12" @default.
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• W2971684097 date "2019-09-04" @default.
• W2971684097 modified "2023-09-23" @default.
• W2971684097 title "Semiparametric Inference for Non-monotone Missing-Not-at-Random Data: the No Self-Censoring Model" @default.
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