Journal of Probability and Statistics / 2021 / Article / Tab 1 / Research Article
Evaluation of Four Multiple Imputation Methods for Handling Missing Binary Outcome Data in the Presence of an Interaction between a Dummy and a Continuous Variable Table 1 Comparison of the performance of imputation methods based on the average raw bias (RB) of regression coefficients over 1000 simulations.
Variable Method MAR MCAR 10% 20% 30% 40% 50% 10% 20% 30% 40% 50% (BMIreal)MCR 0.024 0.050 0.082 0.119 0.145 0.028 0.054 0.083 0.112 0.157 MI 0.001 0.006 0.012 0.016 0.020 0.002 0.008 0.012 0.000 0.020 MRF −0.013 −0.024 −0.028 −0.038 −0.052 −0.009 −0.017 −0.026 −0.040 −0.040 MS −0.071 −0.123 −0.177 −0.228 −0.278 −0.069 −0.129 −0.178 −0.236 −0.276 (Betotal)MCR −0.010 −0.021 −0.034 −0.050 −0.058 −0.011 −0.023 −0.032 −0.044 −0.066 MI 0.001 0.001 0.004 0.000 0.009 0.000 0.000 0.004 0.008 0.003 MRF −0.034 −0.064 −0.092 −0.124 −0.142 −0.031 −0.062 −0.087 −0.112 −0.139 MS −0.087 −0.156 −0.213 −0.266 −0.308 −0.086 −0.157 −0.218 −0.267 −0.314 (PACS4)MCR −0.023 −0.036 −0.052 −0.073 −0.086 −0.010 −0.016 −0.030 −0.041 −0.053 MI −0.003 0.004 0.006 0.008 0.011 0.001 0.005 0.005 0.008 0.008 MRF −0.054 −0.091 −0.129 −0.167 −0.196 −0.034 −0.066 −0.098 −0.123 −0.151 MS −0.118 −0.184 −0.236 −0.278 −0.311 −0.086 −0.156 −0.217 −0.264 −0.312 (PSPS)MCR −0.020 −0.036 −0.055 −0.071 −0.095 −0.008 −0.022 −0.034 −0.046 −0.063 MI 0.000 −0.001 0.002 −0.001 0.000 0.003 0.002 0.002 0.005 0.004 MRF −0.052 −0.094 −0.129 −0.167 −0.200 −0.032 −0.066 −0.097 −0.126 −0.156 MS −0.113 −0.187 −0.237 −0.280 −0.314 −0.087 −0.158 −0.218 −0.271 −0.315 (Gender)MCR 0.000 −0.005 −0.022 −0.033 −0.035 −0.012 −0.025 −0.040 −0.062 −0.068 MI 0.004 0.007 0.003 0.003 0.018 −0.001 0.004 −0.006 −0.002 0.003 MRF −0.015 −0.027 −0.054 −0.071 −0.080 −0.024 −0.043 −0.068 −0.086 −0.102 MS −0.043 −0.070 −0.097 −0.121 −0.132 −0.051 −0.084 −0.115 −0.141 −0.162 (BMIreal ∗ Gender)MCR −0.076 −0.144 −0.228 −0.304 −0.390 −0.072 −0.136 −0.225 −0.300 −0.401 MI −0.002 0.000 −0.010 0.006 −0.003 0.002 0.001 0.000 0.003 −0.004 MRF −0.128 −0.233 −0.345 −0.431 −0.517 −0.119 −0.231 −0.327 −0.417 −0.514 MS −0.236 −0.405 −0.533 −0.628 −0.716 −0.231 −0.399 −0.534 −0.631 −0.722