Table 3. Ablation study.
To enhance the clarity of the experimental results, the optimal results for each dataset are highlighted in bold, and the suboptimal ones are indicated with underlining.
Model | MovieLens 1M | Book-crossing | Taobao | |||
---|---|---|---|---|---|---|
AUC | NDCG@10 | AUC | NDCG@10 | AUC | NDCG@10 | |
GNN-A2-Attention | 0.9053 | 0.9457 | 0.8253 | 0.9108 | 0.6682 | 0.1501 |
GNN-A2-Fusion | 0.9072 | 0.9415 | 0.8307 | 0.9061 | 0.6693 | 0.1497 |
GNN-A2-Broad | 0.9087 | 0.9403 | 0.8341 | 0.9032 | 0.6706 | 0.1485 |
GNN-A2 | 0.9101 | 0.9506 | 0.8400 | 0.9137 | 0.6715 | 0.1526 |