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VARIABLE SELECTION AND PREDICTION WITH INCOMPLETE HIGH-DIMENSIONAL DATA()

We propose a Multiple Imputation Random Lasso (mirl) method to select important variables and to predict the outcome for an epidemiological study of Eating and Activity in Teens. In this study 80% of individuals have at least one variable missing. Therefore, using variable selection methods develope...

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Bibliografiska uppgifter
I publikationen:Ann Appl Stat
Huvudupphovsmän: Liu, Ying, Wang, Yuanjia, Feng, Yang, Wall, Melanie M.
Materialtyp: Artigo
Språk:Inglês
Publicerad: 2016
Ämnen:
Länkar:https://ncbi.nlm.nih.gov/pmc/articles/PMC4872715/
https://ncbi.nlm.nih.gov/pubmed/27213023
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/15-AOAS899
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