Table A9.
Percent Decrease in Total Bias under Different Imputation Strategies: Topology Measures for Undirected Networks.
Measure | Imputation | Interlock |
Co-author |
Co-citation |
Biotech |
HIV |
||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
−.75 | 0 | .75 | −.75 | 0 | .75 | −.75 | 0 | .75 | −.75 | 0 | .75 | −.75 | 0 | .75 | ||
Component | Symmetric | 89 | 86 | 74 | 95 | 92 | 83 | 94 | 94 | 93 | 94 | 94 | 91 | 96 | 96 | 96 |
Model-based Simple | 81 | 89 | 86 | 95 | 96 | 96 | 86 | 92 | 97 | 85 | 88 | 91 | 91 | 93 | 94 | |
Model-based Complex | 79 | 88 | 85 | 86 | 90 | 91 | 75 | 87 | 93 | 84 | 87 | 90 | 82 | 87 | 90 | |
Bicomponent | Symmetric | 68 | 67 | 55 | 81 | 82 | 73 | 76 | 85 | 82 | 77 | 79 | 77 | 87 | 89 | 85 |
Model-based Simple | 41 | 79 | 80 | −100 | −1 | 42 | −28 | 49 | 83 | 63 | 80 | 92 | 17 | 50 | 74 | |
Model-based Complex | 44 | 80 | 79 | −22 | 38 | 66 | 16 | 62 | 89 | 68 | 83 | 93 | 45 | 68 | 85 | |
Distance | Symmetric | 30 | 72 | 59 | 70 | 83 | 68 | 14 | 81 | 68 | 92 | 90 | 78 | 89 | 91 | 81 |
Model-based Simple | 38 | 80 | 70 | 67 | 92 | 88 | 18 | 84 | 76 | 93 | 93 | 84 | 83 | 97 | 91 | |
Model-based Complex | 39 | 80 | 70 | 72 | 91 | 85 | 19 | 84 | 77 | 93 | 93 | 85 | 87 | 97 | 90 | |
Transitivity | Symmetric | 75 | 70 | 72 | −8 | −31 | −51 | 30 | −101 | −58 | 74 | 47 | 33 | −140 | −92 | −45 |
Model-based Simple | 76 | 79 | 82 | −42 | −56 | −64 | 5 | −123 | −55 | 79 | 61 | 48 | −217 | −159 | −97 | |
Model-based Complex | 39 | 50 | 67 | 22 | 3 | −7 | 35 | −52 | −2 | 45 | 31 | 4 | −112 | −69 | −27 | |
Tau | Symmetric | 39 | 53 | 20 | −27 | −16 | −12 | 57 | 49 | 63 | 86 | 68 | 46 | 72 | 82 | 64 |
Model-based Simple | 40 | 42 | 28 | 13 | 7 | −3 | 79 | 72 | 74 | 71 | 60 | 48 | 88 | 82 | 66 | |
Model-based Complex | 13 | 16 | 13 | 47 | 28 | 12 | 75 | 53 | 61 | 72 | 61 | 50 | 89 | 85 | 70 | |
CONCOR | Symmetric | 44 | 42 | 46 | 50 | 49 | 52 | 54 | 42 | 38 | 39 | 36 | 40 | 47 | 43 | 44 |
Model-based Simple | 21 | 30 | 42 | 22 | 31 | 44 | 38 | 30 | 33 | 30 | 31 | 38 | 37 | 37 | 41 | |
Model-based Complex | 21 | 29 | 42 | 36 | 41 | 51 | 39 | 32 | 37 | 29 | 31 | 37 | 44 | 43 | 46 |