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ResearchFormerly WizWand

Collaborative Filtering on MovieLens 1M (test)

0.829RMSEI-CF-NADE-S
0.817280.896390.97551.05461May 31, 2016Mar 13, 2017Dec 24, 2017Oct 6, 2018Jul 19, 2019Apr 30, 2020Feb 11, 2021
Updated 8mo ago

Evaluation results

MethodLinks
I-CF-NADE-SNumber of layers=2, Input type=Item-based2016.050.829
I-CF-NADE-SNumber of layers=1, Input type=Item-based2016.050.83
I-AutoRecInput type=Item-based2016.050.831
LLORMA-Local2016.050.833
NNMF2016.050.843
BiasMF2016.050.845
U-CF-NADE-SNumber of layers=2, Input type=User-based2016.050.845
U-CF-NADE-SNumber of layers=1, Input type=User-based2016.050.85
I-RBMInput type=Item-based2016.050.854
LLORMA-Global2016.050.865
LP-2STepsilon=82021.020.865
LP-1STepsilon=82021.020.867
LP-1STepsilon=inf2021.020.868
U-AutoRecInput type=User-based2016.050.874
LP-2STepsilon=42021.020.874
LP-1STepsilon=42021.020.877
U-RBMInput type=User-based2016.050.881
PMF2016.050.883
LP-2STepsilon=32021.020.891
LP-1STepsilon=32021.020.902
Gaussian DPepsilon=>= 102021.020.915
LP-2STepsilon=22021.020.928
LP-1STepsilon=22021.020.981
LP-2STepsilon=12021.021.034
LP-1STepsilon=12021.021.122