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10.1093/biomet/ass007

http://scihub22266oqcxt.onion/10.1093/biomet/ass007
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C4059083!4059083!24944347
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suck abstract from ncbi

pmid24944347      Biometrika 2012 ; 99 (2): 423-38
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  • Multiple imputation in quantile regression #MMPMID24944347
  • Wei Y; Ma Y; Carroll RJ
  • Biometrika 2012[Jun]; 99 (2): 423-38 PMID24944347show ga
  • We propose a multiple imputation estimator for parameter estimation in a quantile regression model when some covariates are missing at random. The estimation procedure fully utilizes the entire dataset to achieve increased efficiency, and the resulting coefficient estimators are root-n consistent and asymptotically normal. To protect against possible model misspecification, we further propose a shrinkage estimator, which automatically adjusts for possible bias. The finite sample performance of our estimator is investigated in a simulation study. Finally, we apply our methodology to part of the Eating at American?s Table Study data, investigating the association between two measures of dietary intake.
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