|
| %训练边 |
15% |
25% |
35% |
45% |
55% |
65% |
75% |
85% |
95% |
|
| DeepWalk |
0.658 |
0.757 |
0.819 |
0.864 |
0.891 |
0.898 |
0.897 |
0.919 |
0.912 |
| 行 |
0.500 |
0.594 |
0.717 |
0.755 |
0.788 |
0.806 |
0.846 |
0.839 |
0.923 |
| Node2vec |
0.663 |
0.776 |
0.845 |
0.866 |
0.884 |
0.899 |
0.906 |
0.929 |
0.915 |
| GraRep |
0.628 |
0.735 |
0.776 |
0.841 |
0.853 |
0.872 |
0.885 |
0.896 |
0.914 |
| 天真的组合 |
0.766 |
0.782 |
0.788 |
0.802 |
0.827 |
0.856 |
0.883 |
0.912 |
0.928 |
| TADW |
0.806 |
0.818 |
0.857 |
0.893 |
0.902 |
0.918 |
0.924 |
0.936 |
0.948 |
| 伤心 |
0.778 |
0.807 |
0.839 |
0.862 |
0.899 |
0.923 |
0.928 |
0.938 |
0.939 |
| ASNE |
0.783 |
0.802 |
0.833 |
0.869 |
0.893 |
0.905 |
0.918 |
0.926 |
0.938 |
| CAHNE (w / o上下文) |
0.730 |
0.796 |
0.854 |
0.894 |
0.893 |
0.913 |
0.916 |
0.921 |
0.923 |
| CAHNE |
0.786 |
0.818 |
0.860 |
0.896 |
0.902 |
0.928 |
0.935 |
0.937 |
0.954 |
| CAHNE-a |
0.858 |
0.854 |
0.869 |
0.898 |
0.910 |
0.929 |
0.941 |
0.945 |
0.977 |
|
|