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. Author manuscript; available in PMC: 2023 Jan 1.
Published in final edited form as: Soc Networks. 2021 Jun 18;68:148–178. doi: 10.1016/j.socnet.2021.05.002

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