Recommendation on MovieLens 100K (test)
0.883RMSEGraphRec+graph/side feat.
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphRec+graph/side feat.Additional Features/Side Info=Yes2023.06 | 0.883 | |
| Autoencoder COFILS2021.11 | 0.885 | |
| AutoRec2021.11 | 0.887 | |
| GHRS2021.11 | 0.887 | |
| Baseline COFILS2021.11 | 0.892 | |
| Kernel PCA COFILS2021.11 | 0.898 | |
| GraphRecAdditional Features/Side Info=No2023.06 | 0.898 | |
| GraphRec+sidefeat.Additional Features/Side Info=Yes2023.06 | 0.899 | |
| Bayesian Probabilistic Matrix Factorization2021.11 | 0.901 | |
| SVD++2021.11 | 0.903 | |
| Mean Field2021.11 | 0.903 | |
| AutoSVD++Additional Features/Side Info=Yes2023.06 | 0.904 | |
| GC-MC2021.02 | 0.905 | |
| GC-MC+side feat.Additional Features/Side Info=Yes2023.06 | 0.905 | |
| User-Item Embedding w. Adam+penaltyAdditional Features/Side Info=No2023.06 | 0.906 | |
| FMAdditional Features/Side Info=No2023.06 | 0.909 | |
| NFMAdditional Features/Side Info=No2023.06 | 0.91 | |
| GC-MCAdditional Features/Side Info=Yes2023.06 | 0.91 | |
| SVD++Additional Features/Side Info=Yes2023.06 | 0.913 | |
| PinSage2021.02 | 0.914 | |
| Depth 1 LNN w. Adam+penaltyAdditional Features/Side Info=No2023.06 | 0.915 | |
| NGCF2021.02 | 0.916 | |
| User-Item Embedding w. Adam+penaltyAdditional Features/Side Info=No2023.06 | 0.919 | |
| FedGNN2021.02 | 0.92 | |
| Depth 1 LNN w. Adam+penaltyAdditional Features/Side Info=No2023.06 | 0.921 | |
| SRGCNN2021.02 | 0.922 | |
| SRGCNN (SRMGCNN)Additional Features/Side Info=Yes2023.06 | 0.929 | |
| GRALS2021.02 | 0.934 | |
| RBM-CF2021.11 | 0.936 | |
| Slope One2021.11 | 0.937 | |
| Non-Negative Matrix Factorization2021.11 | 0.944 | |
| GRALSAdditional Features/Side Info=Yes2023.06 | 0.945 | |
| FedMF2021.02 | 0.948 | |
| Coordinate Descent (CD)Privacy setting=Non-private2017.05 | 0.9502 | |
| SVD++2021.02 | 0.952 | |
| PMFAdditional Features/Side Info=No2023.06 | 0.952 | |
| Coordinate Descent (CD)Privacy setting=Private, Privacy budget (epsilon)=12017.05 | 0.9527 | |
| Improved Regularized SVD2021.11 | 0.954 | |
| Coordinate Descent (CD)Privacy setting=Private, Privacy budget (epsilon)=0.52017.05 | 0.9545 | |
| FCF2021.02 | 0.957 | |
| NMFAdditional Features/Side Info=No2023.06 | 0.958 | |
| PMF2021.02 | 0.965 | |
| MCAdditional Features/Side Info=Yes2023.06 | 0.973 | |
| Coordinate Descent (CD)Privacy setting=Private, Privacy budget (epsilon)=0.12017.05 | 0.9855 | |
| Regularized SVD2021.11 | 0.989 | |
| GMCAdditional Features/Side Info=Yes2023.06 | 0.996 | |
| User-Item Embedding w. AdamAdditional Features/Side Info=No2023.06 | 1.282 | |
| Purely local models2017.05 | 1.2834 | |
| User-Item Embedding w. AdamAdditional Features/Side Info=No2023.06 | 1.348 | |
| IMCAdditional Features/Side Info=Yes2023.06 | 1.653 | |
| Depth 1 LNN w. AdamAdditional Features/Side Info=No2023.06 | 1.822 | |
| Depth 1 LNN w. AdamAdditional Features/Side Info=No2023.06 | 1.844 | |
| User-Item Embedding w. GDAdditional Features/Side Info=No2023.06 | 2.453 | |
| User-Item Embedding w. GD+penaltyAdditional Features/Side Info=No2023.06 | 2.519 | |
| User-Item Embedding w. GDAdditional Features/Side Info=No2023.06 | 2.532 | |
| User-Item Embedding w. GD+penaltyAdditional Features/Side Info=No2023.06 | 2.535 | |
| Depth 1 LNN w. GDAdditional Features/Side Info=No2023.06 | 2.797 | |
| Depth 1 LNN w. GD+penaltyAdditional Features/Side Info=No2023.06 | 2.808 | |
| Depth 1 LNN w. GDAdditional Features/Side Info=No2023.06 | 2.814 | |
| Depth 1 LNN w. GD+penaltyAdditional Features/Side Info=No2023.06 | 2.821 |