Session-based recommendation on DIGINETICA
27.35MRR@20NARM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NARMDecoder=Bi-linear similarity decoder2017.11 | 27.35 | 62.58 | — | |
| Improved GRU-Rec2017.11 | 24.93 | 57.95 | — | |
| NARMDecoder=Fully-connected decoder2017.11 | 24.77 | 57.84 | — | |
| NISER+Setting=offline2019.09 | 18.72 | 53.39 | — | |
| STAR2022.11 | 18.66 | 53.98 | — | |
| NIRSetting=offline2019.09 | 18.52 | 52.4 | — | |
| STANSetting=offline2019.09 | 18.48 | 50.97 | — | |
| STAN2022.11 | 18.48 | 50.97 | — | |
| NISERSetting=offline2019.09 | 18.27 | 52.63 | — | |
| DGTN2020.09 | 18.07 | 53.05 | — | |
| GNN+Setting=offline2019.09 | 18.03 | 51.81 | — | |
| TAGNN2020.05 | 18.03 | — | 51.31 | |
| GNNSetting=offline2019.09 | 17.79 | 51.39 | — | |
| SR-GNN2020.05 | 17.59 | — | 50.73 | |
| SR-GNN2020.09 | 17.59 | 50.73 | — | |
| SR-GNN2022.11 | 17.59 | 50.73 | — | |
| CSRM2020.09 | 17.16 | 52 | — | |
| SKNNSetting=offline2019.09 | 16.95 | 48.06 | — | |
| SKNN2020.09 | 16.77 | 45.45 | — | |
| NARMSetting=offline2019.09 | 16.17 | 49.7 | — | |
| NARM2020.05 | 16.17 | — | 49.7 | |
| NARM2020.09 | 16.17 | 49.7 | — | |
| NARM2022.11 | 16.17 | 49.7 | — | |
| GRU-Rec2017.11 | 15.46 | 43.82 | — | |
| S-POP2017.11 | 14.69 | 21.07 | — | |
| STAMPSetting=offline2019.09 | 14.32 | 45.64 | — | |
| STAMP2020.05 | 14.32 | — | 45.64 | |
| STAMP2020.09 | 14.32 | 45.64 | — | |
| STAMP2022.11 | 14.32 | 45.64 | — | |
| S-POP2020.05 | 13.68 | — | 21.06 | |
| S-POP2022.11 | 13.68 | 21.06 | — | |
| Item-KNN2020.05 | 11.57 | — | 35.75 | |
| Item-KNN2020.09 | 11.57 | 35.75 | — | |
| Item-KNN2022.11 | 11.57 | 35.75 | — | |
| KNN-RNN2020.09 | 9.65 | 31.89 | — | |
| Item-KNN2017.11 | 9.45 | 28.35 | — | |
| FPMC2017.11 | 8.92 | 31.55 | — | |
| BPR-MF2017.11 | 8.63 | 15.19 | — | |
| GRU4RECSetting=offline2019.09 | 8.33 | 29.45 | — | |
| GRU4REC2020.05 | 8.33 | — | 29.45 | |
| GRU4REC2020.09 | 8.33 | 29.45 | — | |
| GRU4REC2022.11 | 8.33 | 29.45 | — | |
| FPMC2020.05 | 6.95 | — | 26.53 | |
| FPMC2020.09 | 6.95 | 26.53 | — | |
| FPMC2022.11 | 6.95 | 26.53 | — | |
| BPR-MF2020.05 | 1.98 | — | 5.24 | |
| BPR-MF2020.09 | 1.98 | 5.24 | — | |
| BPR-MF2022.11 | 1.98 | 5.24 | — | |
| POP2017.11 | 0.23 | 0.91 | — | |
| POP2020.05 | 0.2 | — | 0.89 | |
| POP2020.09 | 0.2 | 0.89 | — | |
| POP2022.11 | 0.2 | 0.89 | — |