Collaborative Filtering on Amazon-Book (test)
7.36Recall@20ItemKNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ItemKNN2024.02 | 7.36 | 6.06 | |
| UltraGCNEmbedding Size=64, Number of Hops=42022.04 | 6.81 | — | |
| UltraGCN2024.02 | 6.81 | 5.56 | |
| NESCLvariant=in2024.02 | 6.24 | 5.13 | |
| SupConvariant=in2024.02 | 6.16 | 5.05 | |
| SimpleX2024.02 | 5.83 | 4.68 | |
| Homo-MGDCFEmbedding Size=64, Number of Hops=2, alpha=0.1, beta=0.92022.04 | 5.66 | — | |
| UltraGCNBaseEmbedding Size=64, Number of Hops=42022.04 | 5.04 | — | |
| Hetero-MGDCFEmbedding Size=64, Number of Hops=4, alpha=0.1, beta=0.92022.04 | 4.9 | — | |
| NESCLvariant=out2024.02 | 4.83 | 3.79 | |
| SGL-EDEmbedding Size=64, Number of Hops=32022.04 | 4.78 | — | |
| SGL2024.02 | 4.78 | 3.79 | |
| LT-OCFprotocol=all-ranking, ODE solver=RK42021.08 | 4.42 | 3.41 | |
| LightGCN2024.02 | 4.11 | 3.15 | |
| LightGCNprotocol=all-ranking2021.08 | 4.11 | 3.15 | |
| Mult-VAEprotocol=all-ranking2021.08 | 4.07 | 3.15 | |
| LightGCNEmbedding Size=64, Number of Hops=42022.04 | 4.06 | — | |
| APPNPEmbedding Size=64, Number of Hops=42022.04 | 3.84 | — | |
| GRMFprotocol=all-ranking2021.08 | 3.54 | 2.7 | |
| GRMF-Normprotocol=all-ranking2021.08 | 3.52 | 2.69 | |
| NGCFEmbedding Size=320, Number of Hops=42022.04 | 3.44 | — | |
| NGCFprotocol=all-ranking2021.08 | 3.44 | 2.63 | |
| JKNetEmbedding Size=64, Number of Hops=42022.04 | 3.43 | — | |
| MFEmbedding Size=64, Number of Hops=42022.04 | 3.42 | — | |
| DropEdgeEmbedding Size=64, Number of Hops=42022.04 | 3.42 | — | |
| LR-GCCFprotocol=all-ranking2021.08 | 3.41 | 2.58 | |
| SupConvariant=out2024.02 | 3.39 | 2.88 | |
| BPR2024.02 | 3.38 | 2.61 | |
| User-based2024.02 | 3.29 | 2.95 | |
| HOP-Recprotocol=all-ranking2021.08 | 3.09 | 2.32 | |
| GC-MCprotocol=all-ranking2021.08 | 2.88 | 2.24 | |
| PinSageprotocol=all-ranking2021.08 | 2.82 | 2.19 | |
| CMNprotocol=all-ranking2021.08 | 2.67 | 2.18 | |
| NeuMFprotocol=all-ranking2021.08 | 2.58 | 2 | |
| MFprotocol=all-ranking2021.08 | 2.5 | 1.96 |