نتایج جستجو برای: missing at random

تعداد نتایج: 3947812  

Journal: :Structural Equation Modeling: A Multidisciplinary Journal 2013

Missing values occur in studies of various disciplines such as social sciences, medicine, and economics. The missing mechanism in these studies should be investigated more carefully. In this article, some models, proposed in the literature on longitudinal data with dropout are reviewed and compared. In an applied example it is shown that the selection model of Hausman and Wise (1979, Econometri...

Journal: :Journal of the Royal Statistical Society: Series A (Statistics in Society) 2018

1999
Paul D. Allison

Two algorithms for producing multiple imputations for missing data are evaluated with simulated data. Software using a propensity score classifier with the approximate Bayesian boostrap produces badly biased estimates of regression coefficients when data on predictor variables are missing at random or missing completely at random. On the other hand, a regression-based method employing the data ...

2006
Shichao Zhang Yongsong Qin Xiaofeng Zhu Jilian Zhang Chengqi Zhang

A Kernel-Based Nonparametric Multiple imputation method is proposed under MAR (Missing at Random) and MCAR (Missing Completely at Random) missing mechanisms in nonparametric regression settings. We experimentally evaluate our approach, and demonstrate that our imputation performs better than the well-known NORM algorithm.

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