Table 2. The performance of our proposed model against the baselines on RMSE, MAE, and BPR loss.
| ML-1M | |||
|---|---|---|---|
| RMSE | MAE | BPRLOSS | |
| MLP | 0.3218 | 0.1543 | 0.1281 |
| GMF | 0.327 | 0.1999 | 0.8028 |
| NeuMF | 0.3181 | 0.1533 | 0.1321 |
| SDMR | 8.705 | 7.6734 | 0.6933 |
| DMF | 0.2565 | 0.1324 | – |
| ONCF | 0.2818 | 0.2358 | 0.0158 |
| Cocnn | 0.5413 | 0.3666 | 0.0861 |
| CNN-Based +HSFM +GMF (ours) | 0.0226 | 0.0759 | 0.0023 |