Recommendation Systems on YahooMusic Monti
RMSE 낮을수록 좋음
- 2015-12-01 — GRALS: RMSE 38.0423
- 2017-04-22 — sRGCNN: RMSE 22.4149
- 2017-06-07 — GC-MC: RMSE 20.5
- 2018-03-07 — Factorized EAE: RMSE 20.0
- 2019-04-26 — IGMC: RMSE 19.1
- 2020-09-20 — MG-GAT: RMSE 18.9
| Rank | Model | RMSE | Extra Training Data | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | MG-GAT | 18.9 | ✓ | Interpretable Recommender System With Heterogeneous Information: A Geometric Deep Learning Perspective | zuirod/mg-gat | 2020 |
| 2 | IGMC | 19.1 | Inductive Matrix Completion Based on Graph Neural Networks | muhanzhang/IGMC · zhoujf620/Motif-based-inductive-GNN-training · cheonsol-lee/IGMC_CX | 2019 | |
| 3 | Factorized EAE | 20.0 | Deep Models of Interactions Across Sets | mravanba/deep_exchangeable_tensors | 2018 | |
| 4 | GC-MC | 20.5 | ✓ | Graph Convolutional Matrix Completion | dmlc/dgl · PreferredAI/cornac · riannevdberg/gc-mc · +14 | 2017 |
| 5 | sRGCNN | 22.4149 | ✓ | Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks | fmonti/mgcnn · zuirod/mg-gat | 2017 |
| 6 | GRALS | 38.0423 | ✓ | Collaborative Filtering with Graph Information: Consistency and Scalable Methods | rofuyu/exp-grmf-nips15 · nikrao/GRALS | 2015 |