Table 2. The performance comparison based on Last.fm dataset.
Training | Metrics | HeatS | PMF (baseline) | HP | SR | EISR-JC | EISR-CN | EISR-PA | EISR-RAI |
---|---|---|---|---|---|---|---|---|---|
60% | MAE | 0.4474 | 0.4387 | 0.4386 | 0.4321 | 0.4279 | 0.4259 | 0.4251 | 0.4223 |
60% | RMSE | 0.5601 | 0.5482 | 0.5480 | 0.5394 | 0.5375 | 0.5355 | 0.5350 | 0.5342 |
80% | MAE | 0.4310 | 0.4253 | 0.4251 | 0.4214 | 0.4108 | 0.4068 | 0.4065 | 0.4048 |
80% | RMSE | 0.5491 | 0.5339 | 0.5337 | 0.5300 | 0.5221 | 0.5210 | 0.5209 | 0.5201 |
90% | MAE | 0.4229 | 0.4189 | 0.4188 | 0.4137 | 0.4025 | 0.4017 | 0.4015 | 0.4001 |
90% | RMSE | 0.5370 | 0.5230 | 0.5227 | 0.5212 | 0.5140 | 0.5120 | 0.5120 | 0.5110 |