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ResearchFormerly WizWand

Matrix Completion on MovieLens-1M (test)

0.822RMSEGLocal-K
0.804520.922511.04051.15849Jun 18, 2012Oct 11, 2014Feb 3, 2017May 30, 2019Sep 21, 2021Jan 15, 2024May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GLocal-Kutilizes side information=false2021.080.822
SparseFCutilizes side information=false2021.080.824
CF-NADEInductive=false, Content=false2019.040.829
CF-NADE2021.080.829
IMC-GAE2021.080.829
CF-NADEutilizes side information=false2021.080.829
I-AutoRecInductive=false, Content=false2019.040.831
I-AutoRec2021.080.831
I-AutoRecutilizes side information=false2021.080.831
GC-MCInductive=false, Content=false2019.040.832
GC-MC2021.080.832
GC-MCutilizes side information=false2021.080.832
LLORMAutilizes side information=false2021.080.833
NMTR2021.080.834
GraphRec+Extra.utilizes side information=true2021.080.842
NNMFInductive=false, Content=false2019.040.843
NNMF2021.080.843
GraphRecutilizes side information=false2021.080.843
I-RBMInductive=false, Content=false2019.040.854
I-RBM2021.080.854
IGMCInductive=true, Content=false2019.040.857
IGMC2021.080.857
IGMCutilizes side information=false2021.080.857
F-EAEInductive=true, Content=false2019.040.86
F-EAE2021.080.86
RGDNorm=Frobenius, Selected η0=500, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.050.8691
SpectronNorm=Spectral, Selected η0=700, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.050.8691
iMuonNorm=Spectral, Selected η0=300, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.050.8692
MuonNorm=Spectral, Selected η0=20, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.050.8693
EGDNorm=Frobenius, Selected η0=5, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.050.8694
iMuon-NuNorm=Nuclear, Selected η0=100, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.050.8715
NuMuonNorm=Nuclear, Selected η0=7, Rank=5, Initialization=observed SVD, Regularization=factor ℓ2 regularization λ = 12026.050.8729
GECOState=Minimum Error, Seconds=50712, Rank=112012.060.874
Hybrid AlgorithmSeconds=223, Rank=52012.060.874
GECOState=Intermediate, Seconds=6368, Rank=72012.060.88
PMFInductive=false, Content=false2019.040.883
PMF2021.080.883
PinSageInductive=true, Content=true2019.040.906
PinSage2021.080.906
IGC-MCInductive=true, Content=true2019.041.259