Recommendation on MovieLens 1M Tiny Scale (90-10 random holdout)
0.33Preparation TimeWarpRec
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| WarpRecModel=EASE, C=1, Execution Mode=Serial2026.02 | 0.33 | 2.32 | 2.77 | 30.52 | 30.85 | 28.5 | |
| DaisyRecModel=EASE, C=12026.02 | 0.59 | 46.85 | 5.25 | 512 | 513 | 8.88 | |
| WarpRecModel=NeuMF, C=1, Execution Mode=Serial2026.02 | 0.94 | 18.93 | 1.26 | 21 | 22 | 19.43 | |
| WarpRecModel=LightGCN, C=6, Execution Mode=Parallel2026.02 | 1.02 | 126 | 0.82 | 141 | 142 | 21.22 | |
| ElliotModel=EASE, C=12026.02 | 2.14 | 1.44 | 13.6 | 130 | 132 | 29.2 | |
| CornacModel=NeuMF, C=12026.02 | 2.9 | 47.4 | 7.51 | 529 | 532 | 19.27 | |
| CornacModel=LightGCN, C=12026.02 | 2.93 | 236 | 4.67 | 166 | 169 | 24.82 | |
| CornacModel=EASE, C=12026.02 | 2.97 | 1.31 | 7.21 | 51.15 | 54.12 | 27.36 | |
| RecBoleModel=EASE, C=12026.02 | 5.39 | 7.38 | 3.76 | 17 | 139 | 32.21 | |
| MS Rec.Model=NeuMF, C=12026.02 | 25.97 | 311 | 243 | 3,525 | 3,551 | 26.3 |