|
| %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 |
| 行 |
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 |
|
|