Matrix Completion on MovieLens-1M (test)
0.822RMSEGLocal-K
Evaluation Results
| Method | Links | |
|---|---|---|
| GLocal-Kutilizes side information=false2021.08 | 0.822 | |
| SparseFCutilizes side information=false2021.08 | 0.824 | |
| CF-NADEInductive=false, Content=false2019.04 | 0.829 | |
| CF-NADE2021.08 | 0.829 | |
| IMC-GAE2021.08 | 0.829 | |
| CF-NADEutilizes side information=false2021.08 | 0.829 | |
| I-AutoRecInductive=false, Content=false2019.04 | 0.831 | |
| I-AutoRec2021.08 | 0.831 | |
| I-AutoRecutilizes side information=false2021.08 | 0.831 | |
| GC-MCInductive=false, Content=false2019.04 | 0.832 | |
| GC-MC2021.08 | 0.832 | |
| GC-MCutilizes side information=false2021.08 | 0.832 | |
| LLORMAutilizes side information=false2021.08 | 0.833 | |
| NMTR2021.08 | 0.834 | |
| GraphRec+Extra.utilizes side information=true2021.08 | 0.842 | |
| NNMFInductive=false, Content=false2019.04 | 0.843 | |
| NNMF2021.08 | 0.843 | |
| GraphRecutilizes side information=false2021.08 | 0.843 | |
| I-RBMInductive=false, Content=false2019.04 | 0.854 | |
| I-RBM2021.08 | 0.854 | |
| IGMCInductive=true, Content=false2019.04 | 0.857 | |
| IGMC2021.08 | 0.857 | |
| IGMCutilizes side information=false2021.08 | 0.857 | |
| F-EAEInductive=true, Content=false2019.04 | 0.86 | |
| F-EAE2021.08 | 0.86 | |
| RGDNorm=Frobenius, Selected η0=500, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.05 | 0.8691 | |
| SpectronNorm=Spectral, Selected η0=700, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.05 | 0.8691 | |
| iMuonNorm=Spectral, Selected η0=300, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.05 | 0.8692 | |
| MuonNorm=Spectral, Selected η0=20, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.05 | 0.8693 | |
| EGDNorm=Frobenius, Selected η0=5, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.05 | 0.8694 | |
| iMuon-NuNorm=Nuclear, Selected η0=100, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.05 | 0.8715 | |
| NuMuonNorm=Nuclear, Selected η0=7, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.05 | 0.8729 | |
| GECOState=Minimum Error, Seconds=50712, Rank=112012.06 | 0.874 | |
| Hybrid AlgorithmSeconds=223, Rank=52012.06 | 0.874 | |
| GECOState=Intermediate, Seconds=6368, Rank=72012.06 | 0.88 | |
| PMFInductive=false, Content=false2019.04 | 0.883 | |
| PMF2021.08 | 0.883 | |
| PinSageInductive=true, Content=true2019.04 | 0.906 | |
| PinSage2021.08 | 0.906 | |
| IGC-MCInductive=true, Content=true2019.04 | 1.259 |