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Table 3 Estimates of the linear regression coefficient (β 1 ) under four analysis methods (n = 100, δ = 1); True value = 0.5

From: Evaluation of a weighting approach for performing sensitivity analysis after multiple imputation

 

Number of imputations (m)

 

5

10

50

100

500

1000

Full dataset (before deletion)

0.498

     

Complete Case Analysis

0.339

     

Multiple Imputation under MAR

0.339

0.340

0.339

0.339

0.339

0.339

Sensitivity Analysis under MNAR

0.440

0.470

0.532

0.557

0.611

0.633

  1. Note: The empirical Monte Carlo standard errors were all around 0.004 for MI and 0.005 for sensitivity analysis