Evaluation Of Imputation Methods
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(a) VI
OVERALL MEAN IMPUTATION (b) NRR (c) BIAS( ) (d) V( ) (e) PCD (f) MD
(g) MAD
(h) RMSD
TOTEX2
10% 20% 30%
640.66 499.43 -222.76
0.00 0.00 0.00
0.00% 0.00% 0.00%
-6406.60 56929.61 108547.82 -2497.14 59555.36 119193.32 20310.91 90396.26 271775.35
TOTIN2
10% 20% 30%
-597.84 -2855.49 -6093.27
0.00 0.00 0.00
0.00% 0.00% 0.00%
5978.39 77502.27 167206.24 14277.43 87469.87 244758.00 742.53 62388.11 151740.94
(a) VI
HOT DECK IMPUTATION (b) NRR (c) BIAS( ) (d) V( ) (e) PCD (f) MD
(h) RMSD
78071.61 78292.63 81395.79
79251.22 67149.16 71390.65
TOTEX2
10% 20% 30%
491.91 179.42 -606.37
TOTIN2
10% 20% 30%
-717.52 804.33 100.00% -7175.25 105369.15 242022.99 -3095.41 1778.01 100.00% -15477.09 111748.04 297151.50 -6508.65 2547.34 1.00% -21695.52 115087.13 313814.92
(a) VI
408.44 100.00% 4919.40 913.04 96.90% 897.18 1344.20 0.00% -2021.19
(g) MAD
DETERMINISTIC REGRESSION IMPUTATION (b) NRR (c) BIAS( ) (d) V( ) (e) PCD (f) MD (g) MAD
TOTEX2
10% 20% 30%
-720.46 -1469.57 -2266.38
0.00 0.00 0.00
100.00% -7204.56 100.00% -7347.86 100.00% -7554.61
TOTIN2
10% 20% 30%
-1128.45 -2211.82 -4137.78
0.00 0.00 0.00
100.00% -11284.46 32115.80 77228.48 100.00% -11059.09 35274.03 114957.43 100.00% -13792.60 34537.36 103253.12
(a) VI
23839.82 23231.65 24082.88
(h) RMSD
STOCHASTIC REGRESSION IMPUTATION (b) NRR (c) BIAS( ) (d) V( ) (e) PCD (f) MD (g) MAD
57726.62 53180.02 59795.67
(h) RMSD
TOTEX2
10% 20% 30%
536.32 1080.12 398.39
48.10 100.00% 5363.47 123.45 98.40% 5400.71 154.74 100.00% 1328.06
33683.48 33782.60 32449.49
70553.64 72487.39 72803.60
TOTIN2
10% 20% 30%
897.11 -1815.39 356.50
167.90 100.00% 9043.98 470.10 100.00% -9076.98 726.50 100.00% 1188.31
51363.17 106374.39 57429.24 148278.49 51886.73 131429.61
OVERALL MEAN IMPUTATION (b) NRR (c) BIAS( ) (d) V( ) (e) PCD (f) MD
(g) MAD
(h) RMSD
TOTEX2
10% 20% 30%
640.66 499.43 -222.76
0.00 0.00 0.00
0.00% 0.00% 0.00%
-6406.60 56929.61 108547.82 -2497.14 59555.36 119193.32 20310.91 90396.26 271775.35
TOTIN2
10% 20% 30%
-597.84 -2855.49 -6093.27
0.00 0.00 0.00
0.00% 0.00% 0.00%
5978.39 77502.27 167206.24 14277.43 87469.87 244758.00 742.53 62388.11 151740.94
(a) VI
HOT DECK IMPUTATION (b) NRR (c) BIAS( ) (d) V( ) (e) PCD (f) MD
(h) RMSD
78071.61 78292.63 81395.79
79251.22 67149.16 71390.65
TOTEX2
10% 20% 30%
491.91 179.42 -606.37
TOTIN2
10% 20% 30%
-717.52 804.33 100.00% -7175.25 105369.15 242022.99 -3095.41 1778.01 100.00% -15477.09 111748.04 297151.50 -6508.65 2547.34 1.00% -21695.52 115087.13 313814.92
(a) VI
408.44 100.00% 4919.40 913.04 96.90% 897.18 1344.20 0.00% -2021.19
(g) MAD
DETERMINISTIC REGRESSION IMPUTATION (b) NRR (c) BIAS( ) (d) V( ) (e) PCD (f) MD (g) MAD
TOTEX2
10% 20% 30%
-720.46 -1469.57 -2266.38
0.00 0.00 0.00
100.00% -7204.56 100.00% -7347.86 100.00% -7554.61
TOTIN2
10% 20% 30%
-1128.45 -2211.82 -4137.78
0.00 0.00 0.00
100.00% -11284.46 32115.80 77228.48 100.00% -11059.09 35274.03 114957.43 100.00% -13792.60 34537.36 103253.12
(a) VI
23839.82 23231.65 24082.88
(h) RMSD
STOCHASTIC REGRESSION IMPUTATION (b) NRR (c) BIAS( ) (d) V( ) (e) PCD (f) MD (g) MAD
57726.62 53180.02 59795.67
(h) RMSD
TOTEX2
10% 20% 30%
536.32 1080.12 398.39
48.10 100.00% 5363.47 123.45 98.40% 5400.71 154.74 100.00% 1328.06
33683.48 33782.60 32449.49
70553.64 72487.39 72803.60
TOTIN2
10% 20% 30%
897.11 -1815.39 356.50
167.90 100.00% 9043.98 470.10 100.00% -9076.98 726.50 100.00% 1188.31
51363.17 106374.39 57429.24 148278.49 51886.73 131429.61
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