Recommendation on book-crossing
20.2NDCG@10Best Recommendation Performance
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Best Recommendation Performance2024.04 | 20.2 | 4.02 | 17.54 | 33.26 | 0.0991 | — | — | — | — | — | |
| w/o Edgetop-M=3002025.01 | 15.07 | — | — | — | — | 40.72 | 4.18 | 55.91 | 38.97 | 0.4145 | |
| w/o Costtop-M=3002025.01 | 14.86 | — | — | — | — | 40.25 | 4.15 | 45.77 | 35.9 | 0.1114 | |
| Our model2/3top-M=300, Filtering threshold=2/32025.01 | 14.71 | — | — | — | — | 39.9 | 4.14 | 43.53 | 34.62 | -0.0033 | |
| Our model1/2top-M=300, Filtering threshold=1/22025.01 | 14 | — | — | — | — | 37.69 | 3.77 | 52.74 | 39.54 | 0.1194 | |
| r-AdjNormtop-M=3002025.01 | 13.11 | — | — | — | — | 33.4 | 3.3 | 62.92 | 40.9 | 0.3252 | |
| APDAtop-M=3002025.01 | 12.97 | — | — | — | — | 32.2 | 3.31 | 66.37 | 40.65 | 0.3147 | |
| DPNStop-M=3002025.01 | 12.73 | — | — | — | — | 32.45 | 3.14 | 78.65 | 63.42 | 0.6383 | |
| LightGCNtop-M=3002025.01 | 12.48 | — | — | — | — | 31.85 | 3.04 | 69.44 | 41.21 | 0.315 | |
| Regtop-M=3002025.01 | 12.38 | — | — | — | — | 31.4 | 3.07 | 69.71 | 41.69 | 0.3198 |