Recommendation on MovieLens 10M
0.18Precision@3DPCML2
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DPCML2Type=Ours2022.09 | 0.18 | — | 0.0546 | 0.1837 | 0.1897 | 0.0737 | 0.1957 | 0.1401 | 0.3644 | |
| HarSType=CML-based2022.09 | 0.17 | — | 0.0497 | 0.1716 | 0.1834 | 0.0696 | 0.187 | 0.1314 | 0.342 | |
| 2stSType=CML-based2022.09 | 0.1647 | — | 0.0489 | 0.1672 | 0.1762 | 0.0687 | 0.1806 | 0.1289 | 0.3375 | |
| MLPType=MF-based2022.09 | 0.1527 | — | 0.0493 | 0.1546 | 0.1608 | 0.0653 | 0.1638 | 0.1277 | 0.3221 | |
| NeuMFType=MF-based2022.09 | 0.1519 | — | 0.0502 | 0.1527 | 0.1609 | 0.0665 | 0.1624 | 0.1276 | 0.3187 | |
| HLRType=CML-based2022.09 | 0.1513 | — | 0.0512 | 0.1494 | 0.164 | 0.07 | 0.1623 | 0.134 | 0.3166 | |
| MGMFType=MF-based2022.09 | 0.1462 | — | 0.0426 | 0.1515 | 0.1553 | 0.0596 | 0.1626 | 0.103 | 0.3107 | |
| LRMLType=CML-based2022.09 | 0.1372 | — | 0.0396 | 0.1398 | 0.1453 | 0.0558 | 0.1508 | 0.0899 | 0.2877 | |
| AdaCMLType=CML-based2022.09 | 0.1365 | — | 0.04 | 0.1382 | 0.1464 | 0.0552 | 0.1498 | 0.1113 | 0.2958 | |
| GMFType=MF-based2022.09 | 0.1355 | — | 0.0387 | 0.1391 | 0.1467 | 0.0541 | 0.1513 | 0.0914 | 0.2891 | |
| DPCML1Type=Ours2022.09 | 0.1273 | — | 0.0382 | 0.1305 | 0.1312 | 0.0507 | 0.1372 | 0.1032 | 0.2865 | |
| itemKNNType=Item-based2022.09 | 0.1144 | — | 0.037 | 0.1178 | 0.1227 | 0.0493 | 0.1263 | 0.0825 | 0.2585 | |
| TransCFType=CML-based2022.09 | 0.11 | — | 0.037 | 0.1091 | 0.1162 | 0.0494 | 0.1161 | 0.0799 | 0.2367 | |
| UniSType=CML-based2022.09 | 0.1015 | — | 0.0284 | 0.1033 | 0.1119 | 0.0408 | 0.1138 | 0.0892 | 0.2424 | |
| PopSType=CML-based2022.09 | 0.0861 | — | 0.0306 | 0.0896 | 0.0834 | 0.0376 | 0.0884 | 0.0608 | 0.2097 | |
| M2FType=MF-based2022.09 | 0.0703 | — | 0.0141 | 0.0721 | 0.0755 | 0.0223 | 0.0798 | 0.025 | 0.1517 | |
| EASERWeight constraint=none2019.05 | — | 62.58 | — | — | — | — | — | — | — | |
| EASERWeight constraint=>= 02019.05 | — | 61.99 | — | — | — | — | — | — | — | |
| ii-SVD-500Source Reference=[24]2019.05 | — | 61.13 | — | — | — | — | — | — | — | |
| item-itemSource Reference=[24]2019.05 | — | 59.57 | — | — | — | — | — | — | — | |
| WMFSource Reference=[24]2019.05 | — | 59.69 | — | — | — | — | — | — | — |