Movielens-1m
RMSE (Root-Mean-Squared-Error)
Model | Train | Val | Test | Note |
---|---|---|---|---|
MF | 0.9148 | 0.9148 | 0.9194 | |
MF | 1.4107 | 0.9705 | 0.9905 | dropout=0.5, epochs=43, not converge yet, 130s per epoch |
MF | 0.8374 | 0.8943 | 0.8933 | batch_normalization, epoch=13, 137s per epoch |
LibFM | -- | -- | 0.8706 | |
FM | 0.7995 | 0.8816 | 0.8805 | [user,item] |
DeepFM | 0.8450 | 0.8964 | 0.8953 | epoch=3 |