Session-based recommendation on YOOCHOOSE (1/4)
32.7MRR@20STAR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| STAR2022.11 | 32.7 | 72.46 | — | |
| SR-GNN2018.11 | 31.89 | — | 71.36 | |
| SR-GNN2022.11 | 31.89 | 71.36 | — | |
| STAMP2018.11 | 30 | — | 70.44 | |
| STAMP2022.11 | 30 | 70.44 | — | |
| NARMDecoder=Fully-connected decoder2017.11 | 29.54 | 69.49 | — | |
| NARM2018.11 | 29.23 | — | 69.73 | |
| NARMDecoder=Bi-linear similarity decoder2017.11 | 29.23 | 69.73 | — | |
| NARM2022.11 | 29.23 | 69.73 | — | |
| Improved GRU-Rec2017.11 | 29.22 | 69.11 | — | |
| STAN2022.11 | 28.89 | 70.07 | — | |
| GRU4REC2018.11 | 22.6 | — | 59.53 | |
| GRU-Rec2017.11 | 22.6 | 59.53 | — | |
| GRU4REC2022.11 | 22.6 | 59.53 | — | |
| Item-KNN2018.11 | 21.7 | — | 52.31 | |
| Item-KNN2017.11 | 21.7 | 52.31 | — | |
| Item-KNN2022.11 | 21.7 | 52.31 | — | |
| S-POP2018.11 | 17.75 | — | 27.08 | |
| S-POP2017.11 | 17.75 | 27.08 | — | |
| S-POP2022.11 | 17.75 | 27.08 | — | |
| BPR-MF2018.11 | 1.57 | — | 3.4 | |
| BPR-MF2017.11 | 1.57 | 3.4 | — | |
| BPR-MF2022.11 | 1.57 | 3.4 | — | |
| NISERSetting=offline2019.09 | 0.318 | 71.69 | — | |
| NISER+Setting=offline2019.09 | 0.3177 | 71.8 | — | |
| NIRSetting=offline2019.09 | 0.3173 | 71.32 | — | |
| GNN+Setting=offline2019.09 | 0.3151 | 71.1 | — | |
| GNNSetting=offline2019.09 | 0.3137 | 70.95 | — | |
| POP2018.11 | 0.3 | — | 1.33 | |
| STAMPSetting=offline2019.09 | 0.3 | 70.44 | — | |
| POP2017.11 | 0.3 | 1.33 | — | |
| POP2022.11 | 0.3 | 1.33 | — | |
| NARMSetting=offline2019.09 | 0.2923 | 69.73 | — | |
| STANSetting=offline2019.09 | 0.2889 | 70.07 | — | |
| SKNNSetting=offline2019.09 | 0.2482 | 62.13 | — | |
| GRU4RECSetting=offline2019.09 | 0.226 | 59.53 | — |