Recommendation on Steam-200k 1.0 (test)
29.88P@3DPCML2
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DPCML2Type=Ours2022.09 | 29.88 | 17.13 | 31.22 | 28.7 | 14.51 | 30.56 | 24.1 | 51.95 | |
| HarSType=CML-based2022.09 | 26.66 | 15.74 | 27.93 | 24.94 | 12.78 | 26.63 | 23.25 | 48.84 | |
| DPCML1Type=Ours2022.09 | 25.39 | 14.84 | 26.56 | 23.88 | 12.11 | 25.25 | 22.26 | 46.79 | |
| 2stSType=CML-based2022.09 | 25.2 | 14.62 | 26.2 | 23.97 | 11.91 | 25.35 | 21.48 | 46.17 | |
| AdaCMLType=CML-based2022.09 | 23.02 | 13.19 | 23.38 | 22.35 | 11.31 | 23.23 | 19.88 | 42.03 | |
| UniSType=CML-based2022.09 | 20.71 | 11.97 | 21.42 | 20.92 | 10.36 | 21.61 | 18.88 | 40.1 | |
| HLRType=CML-based2022.09 | 20.3 | 11.65 | 20.96 | 19.79 | 9.88 | 20.94 | 17.06 | 39.26 | |
| PopSType=CML-based2022.09 | 18.05 | 11.58 | 18.76 | 14.94 | 7.98 | 15.78 | 15.13 | 34.04 | |
| NeuMFType=MF-based2022.09 | 17.36 | 9.65 | 17.95 | 17.41 | 8.79 | 18.45 | 15.11 | 35.55 | |
| MLPType=MF-based2022.09 | 17.07 | 9.63 | 17.49 | 16.89 | 8.49 | 17.67 | 15.15 | 34.54 | |
| LRMLType=CML-based2022.09 | 14.91 | 7.48 | 15.43 | 16.49 | 8.06 | 17.51 | 12.24 | 31.89 | |
| TransCFType=CML-based2022.09 | 13.3 | 6.61 | 13.58 | 15.26 | 7.09 | 15.89 | 11.08 | 26.29 | |
| itemKNNType=Item-based2022.09 | 12.58 | 9.47 | 13.23 | 6.47 | 3.9 | 7.23 | 11.74 | 23.33 | |
| GMFType=MF-based2022.09 | 12.57 | 6.17 | 13.29 | 14.22 | 6.86 | 15.39 | 9.72 | 28.38 | |
| MGMFType=MF-based2022.09 | 12.51 | 6.14 | 13.25 | 14.45 | 6.88 | 15.55 | 9.63 | 28.4 | |
| M2FType=MF-based2022.09 | 11.33 | 5.69 | 11.95 | 11.44 | 5.73 | 12.98 | 6.43 | 25.05 |