Table 3 Performance comparison of the DARec model with other baselines on Yelp2018, Amazon, and MIND Datasets.
From: A data augmentation model integrating supervised and unsupervised learning for recommendation
Model | Yelp2018 | Amazon-book | MIND | |||
|---|---|---|---|---|---|---|
Recall | NDCG | Recall | NDCG | Recall | NDCG | |
KGCN | 0.0532 | 0.0338 | 0.1111 | 0.0569 | 0.0887 | 0.0431 |
BPR | 0.0555 | 0.0375 | 0.1244 | 0.0658 | 0.0938 | 0.0469 |
GC-MC | 0.0688 | 0.0453 | 0.1064 | 0.0534 | 0.0984 | 0.0491 |
KGAT | 0.0675 | 0.0432 | 0.1390 | 0.0739 | 0.0907 | 0.0442 |
CKE | 0.0686 | 0.0431 | 0.1375 | 0.0685 | 0.0901 | 0.0382 |
LightGCN | 0.0682 | 0.0443 | 0.1398 | 0.0736 | 0.1033 | 0.0520 |
CKAN | 0.0689 | 0.0441 | 0.1380 | 0.0726 | 0.0991 | 0.0499 |
MVIN | 0.0691 | 0.0441 | 0.1398 | 0.0742 | 0.0962 | 0.0487 |
KGIN | 0.0712 | 0.0462 | 0.1436 | 0.0748 | 0.1044 | 0.0527 |
SGL | 0.0719 | 0.0475 | 0.1445 | 0.0766 | 0.1032 | 0.0539 |
KGCL | 0.0756 | 0.0493 | 0.1496 | 0.0793 | 0.1073 | 0.0551 |
DARec | 0.0760 | 0.0498 | 0.1572 | 0.0920 | 0.1099 | 0.0566 |
