Collaborative Filtering on MovieLens 1M (test)
0.829RMSEI-CF-NADE-S
Evaluation Results
| Method | Links | |
|---|---|---|
| I-CF-NADE-SNumber of layers=2, Input type=Item-based2016.05 | 0.829 | |
| I-CF-NADE-SNumber of layers=1, Input type=Item-based2016.05 | 0.83 | |
| I-AutoRecInput type=Item-based2016.05 | 0.831 | |
| LLORMA-Local2016.05 | 0.833 | |
| NNMF2016.05 | 0.843 | |
| BiasMF2016.05 | 0.845 | |
| U-CF-NADE-SNumber of layers=2, Input type=User-based2016.05 | 0.845 | |
| U-CF-NADE-SNumber of layers=1, Input type=User-based2016.05 | 0.85 | |
| I-RBMInput type=Item-based2016.05 | 0.854 | |
| LLORMA-Global2016.05 | 0.865 | |
| LP-2STepsilon=82021.02 | 0.865 | |
| LP-1STepsilon=82021.02 | 0.867 | |
| LP-1STepsilon=inf2021.02 | 0.868 | |
| U-AutoRecInput type=User-based2016.05 | 0.874 | |
| LP-2STepsilon=42021.02 | 0.874 | |
| LP-1STepsilon=42021.02 | 0.877 | |
| U-RBMInput type=User-based2016.05 | 0.881 | |
| PMF2016.05 | 0.883 | |
| LP-2STepsilon=32021.02 | 0.891 | |
| LP-1STepsilon=32021.02 | 0.902 | |
| Gaussian DPepsilon=>= 102021.02 | 0.915 | |
| LP-2STepsilon=22021.02 | 0.928 | |
| LP-1STepsilon=22021.02 | 0.981 | |
| LP-2STepsilon=12021.02 | 1.034 | |
| LP-1STepsilon=12021.02 | 1.122 |