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ResearchFormerly WizWand

Social Network Classification on BlogCatalog

0.627JINMM
0.349320.421410.49350.56559Nov 7, 2024
Updated 8mo ago

Evaluation results

MethodLinks
NMMEmbedding Dimension=64, Mode=Personalized mixture2024.110.6270.190.709
NMM-GNNEmbedding Dimension=642024.110.6260.1730.788
NRPEmbedding Dimension=642024.110.6160.2040.652
K-GCNEmbedding Dimension=642024.110.6160.2070.654
RaREEmbedding Dimension=642024.110.6140.2060.656
NMMEmbedding Dimension=64, Homophily Space=Euclidean, Social Influence Space=Hyperbolic2024.110.6030.1910.678
NMMEmbedding Dimension=64, Homophily Space=Spherical, Social Influence Space=Euclidean2024.110.5920.1920.671
NMMEmbedding Dimension=64, Homophily Space=Hyperbolic, Social Influence Space=Hyperbolic2024.110.5840.190.667
NMMEmbedding Dimension=64, Homophily Space=Euclidean, Social Influence Space=Euclidean2024.110.5790.1950.663
NMMEmbedding Dimension=64, Homophily Space=Spherical, Social Influence Space=Spherical2024.110.5710.1960.659
HGCNEmbedding Dimension=642024.110.5670.1920.609
NMMEmbedding Dimension=64, Homophily Space=Hyperbolic, Social Influence Space=Spherical2024.110.5660.1980.623
GATEmbedding Dimension=642024.110.4790.1930.545
GRAPHCLEmbedding Dimension=642024.110.4750.1940.558
GELTOREmbedding Dimension=642024.110.4740.1930.549
GCNEmbedding Dimension=642024.110.4730.1950.551
GINEmbedding Dimension=642024.110.4710.1970.562
GraphSAGEEmbedding Dimension=642024.110.4540.2010.493
GraphWaveEmbedding Dimension=642024.110.3950.2280.489
RolxEmbedding Dimension=642024.110.3720.2540.487
GraRepEmbedding Dimension=642024.110.360.2820.456