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Table 2 ROC-AUC for link prediction

From: NodeSim: node similarity based network embedding for diverse link prediction

Method/Datasets   Facebook GrQc Hep-th Hep-ph Astro-ph Enron Twitter DBLP
JC Total 0.713 0.756 0.735 0.741 0.750 0.731 0.743 0.750
Intra 0.721 0.788 0.782 0.801 0.827 0.709 0.774 0.749
Inter 0.5 0.5 0.541 0.502 0.578 0.752 0.527 0.751
AA Total 0.747 0.766 0.752 0.746 0.749 0.746 0.748 0.754
Intra 0.751 0.790 0.785 0.772 0.796 0.745 0.767 0.755
Inter 0.642 0.568 0.617 0.643 0.641 0.746 0.612 0.753
RA Total 0.751 0.770 0.752 0.744 0.751 0.747 0.747 0.752
Intra 0.754 0.795 0.782 0.786 0.799 0.748 0.765 0.753
Inter 0.677 0.568 0.625 0.575 0.643 0.745 0.627 0.751
DeepWalk Total 0.796 0.793 0.797 0.886 0.838 0.762 0.842 0.862
Intra 0.804 0.819 0.832 0.906 0.876 0.721 0.858 0.831
Inter 0.587 0.582 0.652 0.807 0.754 0.804 0.735 0.893
Node2Vec Total 0.829 0.820 0.830 0.900 0.865 0.769 0.860 0.883
Intra 0.834 0.849 0.864 0.916 0.897 0.731 0.877 0.854
Inter 0.619 0.582 0.691 0.834 0.793 0.806 0.742 0.911
Splitter Total 0.752 0.806 0.729 0.865 0.847 0.746 * *
Intra 0.765 0.823 0.733 0.902 0.905 0.744 * *
Inter 0.433 0.666 0.712 0.718 0.718 0.748 * *
NECS Total 0.548 0.544 0.549 0.581 * * * *
Intra 0.550 0.546 0.553 0.581 * * * *
Inter 0.509 0.527 0.533 0.580 * * * *
NodeSim (Average) Total 0.758 0.836 0.596 0.837 0.690 0.818 0.696 0.717
Intra 0.758 0.838 0.591 0.839 0.694 0.777 0.722 0.702
Inter 0.756 0.829 0.617 0.826 0.681 0.858 0.513 0.732
NodeSim (Wtd.-L1) Total 0.824 0.816 0.784 0.876 0.829 0.676 0.808 0.658
Intra 0.833 0.845 0.827 0.911 0.866 0.619 0.831 0.632
Inter 0.581 0.582 0.607 0.740 0.747 0.733 0.650 0.683
NodeSim (Wtd.-L2) Total 0.827 0.833 0.783 0.875 0.831 0.691 0.808 0.654
Intra 0.834 0.863 0.820 0.908 0.864 0.632 0.828 0.628
Inter 0.651 0.589 0.628 0.745 0.758 0.750 0.667 0.680
NodeSim (Hadamard) Total 0.857 0.864 0.849 0.924 0.883 0.835 0.901 0.904
Intra 0.862 0.874 0.884 0.937 0.907 0.794 0.914 0.884
Inter 0.736 0.706 0.749 0.872 0.828 0.877 0.809 0.924