Recommendation on Million Song
0.333Recall@20EASE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EASEcategory=Matrix factorization & Linear regression2025.11 | 0.333 | 0.428 | 0.389 | |
| PLReccategory=Matrix factorization & Linear regression2025.11 | 0.286 | 0.383 | 0.344 | |
| RecVAE + PIAEncoder architecture=densely connected layers, Personalized Item Alignment=True2025.11 | 0.278 | 0.376 | 0.329 | |
| RecVAEEncoder architecture=densely connected layers2025.11 | 0.276 | 0.374 | 0.326 | |
| Multi-VAE + PIAEncoder architecture=MLP, Personalized Item Alignment=True2025.11 | 0.275 | 0.372 | 0.326 | |
| RaCTEncoder architecture=MLP2025.11 | 0.268 | 0.364 | 0.319 | |
| Multi-VAEEncoder architecture=MLP2025.11 | 0.266 | 0.364 | 0.316 | |
| LambdaNetcategory=Matrix factorization & Linear regression2025.11 | 0.259 | 0.355 | 0.308 | |
| MFcategory=Matrix factorization & Linear regression2025.11 | 0.258 | 0.353 | 0.314 | |
| WMFcategory=Matrix factorization & Linear regression2025.11 | 0.211 | 0.312 | 0.257 | |
| GRALScategory=Matrix factorization & Linear regression2025.11 | 0.201 | 0.275 | 0.245 | |
| CDAEEncoder architecture=MLP2025.11 | 0.188 | 0.283 | 0.237 | |
| WARPcategory=Matrix factorization & Linear regression2025.11 | 0.162 | 0.253 | 0.21 | |
| Popularitycategory=Matrix factorization & Linear regression2025.11 | 0.043 | 0.068 | 0.058 |