Recommendation on CiteULike
8.7Precision@3DPCML2
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DPCML2Type=Ours2022.09 | 8.7 | 4.59 | 9.06 | 10.96 | 5.85 | 11.47 | 6.44 | 19.96 | |
| HarSType=CML-based2022.09 | 8.44 | 4.41 | 8.82 | 10.43 | 5.6 | 11.25 | 6.67 | 20.08 | |
| DPCML1Type=Ours2022.09 | 7.78 | 4.04 | 8.14 | 10.03 | 5.33 | 10.64 | 6.08 | 18.75 | |
| UniSType=CML-based2022.09 | 7.34 | 3.71 | 7.48 | 9.54 | 5.13 | 10.02 | 5.59 | 17.27 | |
| AdaCMLType=CML-based2022.09 | 7.04 | 3.75 | 7.31 | 8.7 | 4.52 | 9.18 | 5.57 | 17.31 | |
| 2stSType=CML-based2022.09 | 6.4 | 3.35 | 6.77 | 8.27 | 4.29 | 8.81 | 4.99 | 15.87 | |
| TransCFType=CML-based2022.09 | 5.79 | 3.03 | 6.09 | 7.45 | 3.93 | 7.84 | 4.54 | 14.5 | |
| PopSType=CML-based2022.09 | 5.41 | 2.94 | 5.77 | 6.75 | 3.62 | 7.23 | 4.61 | 14.39 | |
| LRMLType=CML-based2022.09 | 2.52 | 1.33 | 2.58 | 3.06 | 1.64 | 3.19 | 1.91 | 6.45 | |
| MGMFType=MF-based2022.09 | 2.31 | 1.23 | 2.48 | 2.42 | 1.12 | 2.71 | 1.51 | 6.18 | |
| MLPType=MF-based2022.09 | 2.06 | 1.08 | 2.22 | 2.4 | 1.16 | 2.61 | 1.52 | 12.37 | |
| NeuMFType=MF-based2022.09 | 2.06 | 1.08 | 2.21 | 2.36 | 1.16 | 2.57 | 1.54 | 12.22 | |
| HLRType=CML-based2022.09 | 2.03 | 1.08 | 2.2 | 2.25 | 1.13 | 2.52 | 1.45 | 5.86 | |
| GMFType=MF-based2022.09 | 1.86 | 0.96 | 2.05 | 2.15 | 0.97 | 2.4 | 1.34 | 5.53 | |
| M2FType=MF-based2022.09 | 1.76 | 0.9 | 1.97 | 1.87 | 0.93 | 2.18 | 0.93 | 4.53 | |
| itemKNNType=Item-based2022.09 | 1.2 | 0.83 | 1.23 | 1.15 | 0.77 | 1.16 | 1.44 | 3.78 |