Skip to main content
. 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 A1.

Percent Decrease in Total Bias under Different Imputation Strategies: Centrality Measures for Undirected Networks.

Measure Imputation Interlock
Coauthor
Co-citation
Biotech
HIV
Correlation with Centrality
Correlation with Centrality
Correlation with Centrality
Correlation with Centrality
Correlation with Centrality
−.75 0 .75 −.75 0 .75 −.75 0 .75 −.75 0 .75 −.75 0 .75
Degree Symmetric 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100
Model-based Simple 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100
Model-based Complex 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100
Bon Power Symmetric 96 93 91 96 95 89 95 94 93 95 92 92 90 88 86
Model-based Simple 95 95 94 98 97 91 97 96 96 96 93 93 91 90 89
Model-based Complex 93 94 94 98 96 91 98 97 97 96 94 93 93 92 92
Closeness Symmetric 91 85 80 89 82 75 92 90 86 85 83 78 88 86 82
Model-based Simple 93 91 87 90 86 80 94 94 92 91 89 84 91 90 85
Model-based Complex 93 91 86 91 85 77 93 93 91 90 88 83 91 89 84
Betweenness Symmetric 86 79 67 86 78 56 83 74 49 90 88 79 87 82 62
Model-based Simple 87 86 77 74 81 68 79 74 60 88 88 84 65 75 70
Model-based Complex 86 84 76 83 82 64 78 73 62 88 88 81 79 82 73