Generalizing Univariate Predictive Mean Matching to Impute Multiple Variables Simultaneously

Autor: Cai, Mingyang, van Buuren, Stef, Vink, Gerko, Arai, Kohei, Leerstoel van Buuren, Methodology and statistics for the behavioural and social sciences

Publikováno v: Intelligent Computing-Proceedings of the 2022 Computing Conference, 506 LNNS, 75. Springer Science and Business Media Deutschland GmbH
Lecture Notes in Networks and Systems ISBN: 9783031104602

Predictive mean matching (PMM) is an easy-to-use and versatile univariate imputation approach. It is robust against transformations of the incomplete variable and violation of the normal model. However, univariate imputation methods cannot directly p

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https://dspace.library.uu.nl/handle/1874/426826