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 |