Missing Mechanism | Model Parameter | Performance Measure | 10% Missing | 25% Missing | 50% Missing | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
CCA | ML | MI | CCA | ML | MI | CCA | ML | MI | |||
MCAR | β 0 | Bias | 5.57 | 6.90 | 7.53 | 2.03 | 1.09 | 3.97 | −0.19 | 1.51 | 6.23 |
RMSE | 1.89 | 1.83 | 1.84 | 2.14 | 1.96 | 1.97 | 2.68 | 2.19 | 2.23 | ||
CI Width | 8.28 | 8.09 | 8.12 | 9.06 | 8.48 | 8.56 | 11.14 | 9.31 | 9.50 | ||
β T | Bias | −2.91 | −3.29 | −11.63 | −3.47 | −1.79 | −20.61 | − 1.90 | −2.21 | − 39.96 | |
RMSE | 0.47 | 0.47 | 0.45 | 0.54 | 0.52 | 0.49 | 0.68 | 0.60 | 0.53 | ||
CI Width | 2.18 | 2.15 | 2.15 | 2.38 | 2.29 | 2.31 | 2.92 | 2.62 | 2.64 | ||
β TS | Bias | 3.21 | 3.27 | 15.30 | 3.30 | 0.89 | 29.48 | −4.47 | −2.62 | 60.89 | |
RMSE | 0.59 | 0.59 | 0.55 | 0.68 | 0.66 | 0.56 | 0.86 | 0.76 | 0.58 | ||
CI Width | 2.85 | 2.81 | 2.81 | 3.12 | 3.00 | 3.00 | 3.81 | 3.43 | 3.32 | ||
MAR | β 0 | Bias | 14.08 | 6.19 | 7.17 | 11.42 | 0.56 | 2.01 | −13.98 | −9.28 | −6.69 |
RMSE | 1.87 | 1.81 | 1.81 | 2.08 | 1.91 | 1.92 | 2.59 | 2.12 | 2.16 | ||
CI Width | 8.21 | 8.05 | 8.08 | 8.89 | 8.39 | 8.47 | 10.67 | 9.12 | 9.24 | ||
β T | Bias | 20.71 | 14.92 | 9.90 | 42.60 | 32.55 | 21.65 | 86.01 | 64.71 | 43.61 | |
RMSE | 0.47 | 0.46 | 0.44 | 0.56 | 0.52 | 0.47 | 0.81 | 0.66 | 0.52 | ||
CI Width | 2.14 | 2.12 | 2.13 | 2.30 | 2.23 | 2.25 | 2.72 | 2.51 | 2.56 | ||
β TS | Bias | 11.25 | 10.53 | 21.15 | 21.13 | 18.10 | 45.06 | 10.25 | 3.52 | 64.01 | |
RMSE | 0.60 | 0.59 | 0.56 | 0.69 | 0.66 | 0.59 | 0.85 | 0.75 | 0.59 | ||
CI Width | 2.83 | 2.80 | 2.81 | 3.09 | 2.98 | 2.98 | 3.79 | 3.41 | 3.31 | ||
MNAR | β 0 | Bias | −52.67 | −41.61 | −39.78 | − 111.56 | − 82.51 | −80.01 | − 171.53 | − 105.67 | − 102.79 |
RMSE | 2.05 | 1.89 | 1.89 | 3.08 | 2.45 | 2.43 | 5.23 | 3.16 | 3.17 | ||
CI Width | 8.13 | 7.95 | 7.97 | 8.79 | 8.27 | 8.34 | 10.70 | 9.16 | 9.35 | ||
β T | Bias | −1.46 | 7.61 | −2.71 | −25.40 | −9.78 | −36.13 | −73.72 | −47.93 | − 110.44 | |
RMSE | 0.47 | 0.47 | 0.45 | 0.57 | 0.53 | 0.51 | 0.87 | 0.69 | 0.76 | ||
CI Width | 2.19 | 2.15 | 2.17 | 2.42 | 2.32 | 2.34 | 3.04 | 2.70 | 2.73 | ||
β TS | Bias | −17.53 | −18.53 | −5.93 | −32.42 | −34.40 | −3.92 | −45.61 | −45.24 | 17.64 | |
RMSE | 0.59 | 0.59 | 0.54 | 0.72 | 0.69 | 0.54 | 0.99 | 0.88 | 0.53 | ||
CI Width | 2.85 | 2.81 | 2.82 | 3.13 | 3.01 | 3.02 | 3.90 | 3.50 | 3.41 |