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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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書目詳細資料
發表在:Ann Appl Stat
Main Authors: Liu, Ying, Wang, Yuanjia, Feng, Yang, Wall, Melanie M.
格式: Artigo
語言:Inglês
出版: 2016
主題:
在線閱讀: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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