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. 2019 Mar 29;20(Suppl 3):134. doi: 10.1186/s12859-019-2644-5

Table 2.

Performances comparison with different negative samples selecting strategies (random strategy is denoted “random”, our strategy is “reliable”)

Methods AUPR AUC PRE REC ACC MCC F1
Random Reliable Random Reliable Random Reliable Random Reliable Random Reliable Random Reliable Random Reliable
meta-path-1 0.894 0.896 0.859 0.861 0.786 0.771 0.875 0.891 0.835 0.835 0.673 0.677 0.827 0.826
meta-path-2 0.930 0.936 0.925 0.928 0.873 0.850 0.839 0.873 0.850 0.861 0.702 0.722 0.855 0.860
meta-path-3 0.921 0.926 0.902 0.905 0.826 0.832 0.862 0.883 0.843 0.858 0.690 0.719 0.842 0.855
meta-path-4 0.894 0.895 0.858 0.860 0.782 0.790 0.882 0.867 0.836 0.832 0.676 0.667 0.828 0.826
meta-path-5 0.918 0.920 0.892 0.895 0.809 0.800 0.900 0.925 0.859 0.865 0.721 0.737 0.852 0.858
ensemble 0.954 0.956 0.949 0.951 0.924 0.913 0.837 0.854 0.871 0.876 0.745 0.755 0.878 0.882