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 |