Recommendation on Bookcrossing
24.32RecallDisentangling Popularity and Quality
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Disentangling Popularity and Qualityvariant=w/o Cost, top-M=1002025.01 | 24.32 | 11.28 | 3.93 | 61.31 | 35.1 | 0.1096 | |
| Disentangling Popularity and Qualityvariant=Our model 2/3, top-M=1002025.01 | 24.23 | 11.21 | 3.91 | 58.84 | 34.69 | -0.0041 | |
| Disentangling Popularity and Qualityvariant=w/o Edge, top-M=1002025.01 | 24.09 | 11.3 | 3.93 | 67.6 | 37.96 | 0.409 | |
| Disentangling Popularity and Qualityvariant=Our model 1/2, top-M=1002025.01 | 22.75 | 10.6 | 3.54 | 65.15 | 39.54 | 0.069 | |
| r-AdjNormtop-M=1002025.01 | 19.64 | 9.74 | 3.07 | 71.66 | 40.7 | 0.3278 | |
| DPNStop-M=1002025.01 | 19.19 | 9.57 | 2.94 | 84.32 | 62.71 | 0.6308 | |
| APDAtop-M=1002025.01 | 18.81 | 9.75 | 3.16 | 71.32 | 37.86 | 0.3005 | |
| LightGCNtop-M=1002025.01 | 18.62 | 9.22 | 2.8 | 77.07 | 41.58 | 0.3173 | |
| Regtop-M=1002025.01 | 18.51 | 9.16 | 2.82 | 77.14 | 40.91 | 0.3195 | |
| Our modelTop-M=50, variant=2/32025.01 | 17.11 | 9.4 | 3.75 | 65.49 | 34.82 | 0.053 | |
| Our modelTop-M=50, Ablation=w/o Edge2025.01 | 17.01 | 9.43 | 3.7 | 70.93 | 38.06 | 0.4099 | |
| Our modelTop-M=50, Ablation=w/o Cost2025.01 | 16.9 | 9.34 | 3.74 | 66.34 | 35.3 | 0.111 | |
| Our modelTop-M=50, variant=1/22025.01 | 16.25 | 8.84 | 3.37 | 69.78 | 38.74 | 0.0632 | |
| r-AdjNormTop-M=502025.01 | 13.42 | 7.94 | 2.83 | 70.13 | 40.93 | 0.3198 | |
| DPNSTop-M=502025.01 | 13.1 | 7.93 | 2.72 | 87.61 | 62.68 | 0.6314 | |
| APDATop-M=502025.01 | 13.04 | 8.18 | 3.02 | 72.83 | 37.44 | 0.2916 | |
| LightGCNTop-M=502025.01 | 12.69 | 7.59 | 2.62 | 77.83 | 41.88 | 0.3167 | |
| RegTop-M=502025.01 | 12.35 | 7.52 | 2.7 | 77.13 | 40.59 | 0.315 | |
| w/o Costtop-M=202025.01 | 10.43 | 7.49 | 3.38 | 69.61 | 35.29 | 0.113 | |
| Our model (2/3)top-M=20, ratio=2/32025.01 | 10.38 | 7.49 | 3.39 | 69.09 | 34.62 | 0.0511 | |
| w/o Edgetop-M=202025.01 | 10.17 | 7.54 | 3.34 | 72.04 | 37.96 | 0.409 | |
| Our model (1/2)top-M=20, ratio=1/22025.01 | 9.71 | 6.96 | 3.01 | 71.92 | 37.01 | 0.069 | |
| APDAtop-M=202025.01 | 7.92 | 6.73 | 2.71 | 73.24 | 36.37 | 0.2896 | |
| r-AdjNormtop-M=202025.01 | 7.91 | 6.44 | 2.61 | 68.75 | 40.12 | 0.3276 | |
| DPNStop-M=202025.01 | 7.87 | 6.37 | 2.42 | 84.75 | 62.24 | 0.6222 | |
| LightGCNtop-M=202025.01 | 7.54 | 6.15 | 2.36 | 75.65 | 41.21 | 0.315 | |
| Regtop-M=202025.01 | 7.36 | 6.03 | 2.39 | 74.41 | 39.31 | 0.3125 |