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. 2012 Jun 13;9:3. doi: 10.1186/1742-7622-9-3

Table 4.

Performance of methods for regression of (dichotomous) distress at Wave II with missing baseline distress

% with complete data
Method
Diet (η1 = 0.754)
Distress (η2 = 6.260)
Health (η6 = 1.132)
    Bias SE StdBias Coverage Bias SE StdBias Coverage Bias SE StdBias Coverage
90%
CCA
−0.115
0.257
−0.449
92.6%
0.021
0.197
0.106
95.0%
0.007
0.115
0.065
95.0%
 
MVNI-skew0
0.002
0.226
0.008
93.9%
−0.003
0.199
−0.013
95.3%
0.005
0.106
0.048
95.1%
75%
CCA
−0.209
0.319
−0.653
91.9%
0.013
0.227
0.059
93.70%
0.006
0.133
0.047
95.4%
 
MVNI-skew0
−0.007
0.233
−0.030
95.8%
−0.043
0.230
−0.187
94.6%
0.004
0.108
0.039
94.3%
50%
CCA
−0.243
0.485
−0.501
96.3%
0.046
0.306
0.149
94.5%
0.008
0.180
0.043
94.0%
 
MVNI-skew0
0.014
0.251
0.057
95.9%
−0.082
0.304
−0.270
94.6%
0.008
0.115
0.066
95.6%
25%
CCA
−0.120
0.833
−0.144
82.4%
0.091
0.487
0.188
79.4%
0.021
0.286
0.073
80.0%
  MVNI-skew0 0.021 0.308 0.068 80.6% −0.155 0.447 −0.348 78.5% 0.002 0.132 0.012 80.5%

Measures of performance are mean values in the estimation of the β parameters from Equation 1 across the 1000 simulated datasets of 1000 observations (compared to the true values from the synthetic population of 971,327). CCA = Complete Case Analysis; MVNI = Multivariate normal imputation; StdBias = standardised bias; SE = average (estimated) standard error across the 1000 datasets.

Note in this example it was not possible to include an analysis where only 10% of the data were complete due to a large number of datasets with zero counts in the cross-tabulation of diet and distress at Wave II.