nDCG | MAP | Acc. | RMSE | Least | Middle | Most | |
---|---|---|---|---|---|---|---|
Dataset | Entry_DS | ||||||
WLGCN + (\(\mathcal{G}_{\mathrm{PathSim}}\)) w/o P&F | 0.0854 | 0.0355 | 0.7513 | 0.4984 | 0.6180 | 0.7333 | 0.9026 |
WLGCN + (\(\mathcal{G}_{\mathrm{PathSim}}\)) | 0.0860∗ | 0.0364∗ | 0.7673∗ | 0.4809 | 0.6391∗ | 0.7590∗ | 0.9038 |
WLGCN + (\(\mathcal{G}_{\mathrm{Soc}}\)) w/o P&F | 0.0850 | 0.0353 | 0.7488 | 0.5009 | 0.6217 | 0.7294 | 0.8951 |
WLGCN + (\(\mathcal{G}_{\mathrm{Soc}}\)) | 0.0857∗ | 0.0357∗ | 0.7704∗ | 0.4790∗ | 0.6479∗ | 0.7569 | 0.9064∗ |
WLGCN + (\(\mathcal{G}_{\mathrm{PathSim}}\), \(\mathcal{G}_{\mathrm{Soc}}\)) w/o P&F | 0.0832 | 0.0343 | 0.7476 | 0.5022 | 0.6180 | 0.7333 | 0.8914 |
WLGCN + (\(\mathcal{G}_{\mathrm{PathSim}}\), \(\mathcal{G}_{\mathrm{Soc}}\)) | 0.0838 | 0.0357 | 0.7757∗ | 0.4720 | 0.6539∗ | 0.7710 | 0.9022 |
Dataset | Exit_DS | ||||||
WLGCN + (\(\mathcal{G}_{\mathrm{PathSim}}\)) w/o P&F | 0.0741 | 0.0378 | 0.6569 | 0.5924 | 0.5083 | 0.6000 | 0.8624 |
WLGCN + (\(\mathcal{G}_{\mathrm{PathSim}}\)) | 0.0769+ | 0.0392∗ | 0.6795+ | 0.5658 | 0.5757∗ | 0.6276+ | 0.8352 |
WLGCN + (\(\mathcal{G}_{\mathrm{Soc}}\)) w/o P&F | 0.0772 | 0.0392 | 0.6605 | 0.5901 | 0.5083 | 0.5923 | 0.8807 |
WLGCN + (\(\mathcal{G}_{\mathrm{Soc}}\)) | 0.0770+ | 0.0390 | 0.6896+ | 0.5578∗ | 0.5900+ | 0.6346+ | 0.8440 |
WLGCN + (\(\mathcal{G}_{\mathrm{PathSim}}\), \(\mathcal{G}_{\mathrm{Soc}}\)) w/o P&F | 0.0742 | 0.0380 | 0.6552 | 0.5860 | 0.5420 | 0.5914 | 0.8321 |
WLGCN + (\(\mathcal{G}_{\mathrm{PathSim}}\), \(\mathcal{G}_{\mathrm{Soc}}\)) | 0.0749∗ | 0.0384∗ | 0.6922+ | 0.5496+ | 0.5567+ | 0.6577 | 0.8624 |