研究文章

上下文异构网络嵌入的关注

表4

AUC分数乎。

%训练边 15% 25% 35% 45% 55% 65% 75% 85% 95%

DeepWalk 0.469 0.472 0.497 0.507 0.533 0.537 0.556 0.574 0.587
0.521 0.569 0.618 0.624 0.655 0.636 0.646 0.676 0.698
Node2vec 0.488 0.482 0.507 0.505 0.552 0.546 0.558 0.582 0.590
GraRep 0.583 0.619 0.642 0.659 0.654 0.662 0.663 0.668 0.663
天真的组合 0.524 0.553 0.579 0.618 0.653 0.672 0.689 0.705 0.703
TADW 0.558 0.576 0.593 0.625 0.655 0.697 0.696 0.723 0.729
伤心 0.551 0.549 0.607 0.622 0.660 0.666 0.668 0.692 0.711
ASNE 0.586 0.563 0.608 0.633 0.661 0.682 0.699 0.700 0.728
CAHNE (w / o上下文) 0.595 0.600 0.603 0.604 0.612 0.618 0.639 0.657 0.679
CAHNE 0.623 0.693 0.706 0.709 0.707 0.711 0.713 0.722 0.731
CAHNE-a 0.631 0.707 0.721 0.724 0.723 0.727 0.736 0.748 0.759