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Table 6 Comparative AUROC (top) and AUPR (bottom) performance for Adamic/Adar (AA), Katz, preferential attachment (PA), HPLP, and VCP

From: Vertex collocation profiles: theory, computation, and results

(a) AUROC
  AA Katz PA HPLP VCP 3,1,0 VCP 3,1,1 VCP 4,1,0 VCP 4,1,1
calls 0.698 0.641 0.424 0.782 0.802 0.814 0.834 0.849
condmat 0.663 0.630 0.585 0.588 0.637 - 0.582 -
dblp-cite 0.794 0.791 0.773 0.841 0.830 0.847 0.843 0.868
dblp-collab 0.697 0.623 0.523 0.691 0.640 - 0.695 -
disease-g 0.930 0.907 0.820 0.970 0.923 - 0.964 -
disease-p 0.898 0.920 0.932 0.922 0.939 - 0.951 -
hepth-cite 0.826 0.794 0.766 0.838 0.836 0.846 0.845 0.851
hepth-collab 0.606 0.619 0.547 0.592 0.598 - 0.622 -
huddle 0.879 0.875 0.875 0.877 0.881 - 0.888 -
patents-collab 0.793 0.671 0.532 0.800 0.680 - 0.816 -
sms 0.642 0.581 0.472 0.714 0.735 0.730 0.791 0.802
(b) AUPR
  AA Katz PA HPLP VCP 3,1,0 VCP 3,1,1 VCP 4,1,0 VCP 4,1,1
calls 0.000505 0.011465 0.000092 0.018005 0.031655 0.033091 0.033533 0.035127
condmat 0.000195 0.000183 0.000177 0.007763 0.011917 - 0.008589 -
dblp-cite 0.000314 0.000246 0.000234 0.016030 0.009207 0.015265 0.011427 0.018137
dblp-collab 0.008777 0.006723 0.003251 0.007772 0.007152 - 0.009410 -
disease-g 0.221299 0.193863 0.061694 0.466716 0.155165 - 0.444153 -
disease-p 0.629516 0.676419 0.673601 0.390074 0.552765 - 0.633316 -
hepth-cite 0.003967 0.003784 0.003225 0.054846 0.046140 0.059245 0.056244 0.063387
hepth-collab 0.008563 0.009328 0.005060 0.006123 0.007197 - 0.007156 -
huddle 0.000790 0.000746 0.000745 0.039914 0.039394 - 0.046803 -
patents-collab 0.006962 0.005678 0.001684 0.006735 0.005564 - 0.007709 -
sms 0.009410 0.009164 0.002986 0.011594 0.025206 0.026063 0.027073 0.028201
  1. Bold font indicates the maximum value in the row.