Clustering on Pubmed
82.86AccuracyCAT-I-SC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CAT-I-SCStrategy=Implicit, Variant=SC2021.02 | 82.86 | — | — | — | — | |
| APPNP2021.02 | 82.81 | — | — | — | — | |
| CAT-I-MFStrategy=Implicit, Variant=MF2021.02 | 82.77 | — | — | — | — | |
| CAT-E-SCStrategy=Explicit, Variant=SC2021.02 | 82.61 | — | — | — | — | |
| CAT-E-MFStrategy=Explicit, Variant=MF2021.02 | 82.4 | — | — | — | — | |
| GAT-NetMFBackbone=GAT, Regularization=NetMF2021.02 | 81.74 | — | — | — | — | |
| SGC2021.02 | 81.64 | — | — | — | — | |
| GAT-k-LapBackbone=GAT, Regularization=k-Lap2021.02 | 81.59 | — | — | — | — | |
| GAT2021.02 | 80.88 | — | — | — | — | |
| GAT-DeepBackbone=GAT, Regularization=Deep2021.02 | 80.55 | — | — | — | — | |
| GraphSAGE2021.02 | 79.52 | — | — | — | — | |
| JKNet2021.02 | 79.52 | — | — | — | — | |
| MoNet2021.02 | 79.39 | — | — | — | — | |
| GIN2021.02 | 79.31 | — | — | — | — | |
| GCN2021.02 | 77.83 | — | — | — | — | |
| ARMA2021.02 | 77.29 | — | — | — | — | |
| R-GMM-VGAEInput=C&S2021.07 | 74 | 33.4 | — | 37.9 | — | |
| R-DGAEInput=C&S2021.07 | 71.4 | 34.4 | — | 34.6 | — | |
| GMM-VGAEInput=C&S2021.07 | 71.1 | 29.9 | — | 33 | — | |
| AGEInput=C&S2021.07 | 70.9 | 30.8 | — | 32.9 | — | |
| GMIMInfo.=F&G2022.05 | 70.87 | 32.43 | 69.19 | 33.25 | 70.83 | |
| LatGCR2019.04 | 70.52 | 32.77 | 69.71 | — | — | |
| CommDGIInfo.=F&G2022.05 | 69.9 | 35.7 | 69.2 | 29.2 | — | |
| AGCInput=C&S2021.07 | 69.8 | 31.6 | — | 31.9 | — | |
| AGCInput=Both2019.06 | 69.78 | 31.59 | 68.72 | — | — | |
| AGC2019.04 | 69.78 | 31.59 | 68.72 | — | — | |
| AGCInfo.=F&G2022.05 | 69.78 | 31.59 | 68.72 | 31.19 | — | |
| VGAEInput=C&S2021.07 | 69.6 | 28.6 | — | 31.7 | — | |
| COLES-SGCInput=Both2022.01 | 69.47 | 32.31 | 68.57 | — | — | |
| DBGANInfo.=F&G2022.05 | 69.4 | 32.4 | — | 32.7 | — | |
| GALAInfo.=F&G2022.05 | 69.39 | 32.73 | — | 32.1 | — | |
| SGCInput=Both2022.01 | 69.09 | 31.64 | 68.45 | — | — | |
| ARGVAInput=C&S2021.07 | 69 | 30.5 | — | 30.6 | — | |
| COLES-S2GCInput=Both2022.01 | 68.76 | 33.42 | 68.12 | — | — | |
| S2GCInput=Both2022.01 | 68.18 | 31.82 | 67.81 | — | — | |
| GC-VGEInfo.=F&G2022.05 | 68.18 | 29.7 | 66.87 | 29.76 | 69.39 | |
| ARGEInput=C&S2021.07 | 68.1 | 27.6 | — | 29.1 | — | |
| SENetInfo.=F&G2022.05 | 67.59 | 30.61 | — | 29.66 | — | |
| DGVAEInfo.=F&G2022.05 | 67.56 | 28.72 | 64.35 | 24.92 | 67.1 | |
| DAEGCInput=C&S2021.07 | 67.1 | 26.6 | — | 27.8 | — | |
| DAEGCInfo.=F&G2022.05 | 67.1 | 26.6 | 65.9 | 27.8 | — | |
| VGAEInput=Both2019.06 | 65.48 | 25.09 | 50.95 | — | — | |
| VGAE2019.04 | 65.48 | 25.09 | 50.95 | — | — | |
| VGAEInput=Both2022.01 | 65.48 | 25.09 | 50.95 | — | — | |
| ARGAInfo.=F&G2022.05 | 65.07 | 29.23 | 64.11 | 26.79 | 69.27 | |
| DeepWalkInfo.=G2022.05 | 64.98 | 26.44 | 63.46 | 27.42 | 65.24 | |
| VGAEInfo.=F&G2022.05 | 64.67 | 23.94 | 64.77 | 23.41 | 64.53 | |
| GAEInfo.=F&G2022.05 | 64.43 | 24.85 | 64.07 | 23.57 | 65.26 | |
| GAEInput=Both2019.06 | 64.08 | 22.97 | 49.26 | — | — | |
| GAEInput=Both2022.01 | 64.08 | 22.97 | 49.26 | — | — | |
| COLES-GCNInput=Both, Protocol=Stiefel2022.01 | 63.56 | 25.81 | 63.58 | — | — | |
| ARVGEInput=C&S2021.07 | 63.5 | 23.2 | — | 22.5 | — | |
| COLES-GCNInput=Both2022.01 | 63.46 | 25.73 | 63.42 | — | — | |
| GAEInput=C&S2021.07 | 63.2 | 24.9 | — | 24.6 | — | |
| ARVGAInfo.=F&G2022.05 | 62.01 | 26.62 | 61.66 | 22.46 | 68.41 | |
| GCNInput=Both2022.01 | 61.88 | 25.48 | 60.7 | — | — | |
| DeepWalkInput=Graph2019.06 | 61.86 | 16.71 | 47.06 | — | — | |
| DeepWalkInput=Graph2022.01 | 61.86 | 16.71 | 47.06 | — | — | |
| Spectral-FInfo.=F2022.05 | 60.2 | 30.9 | — | 27.7 | — | |
| Spectral-fInput=Feature2019.06 | 59.91 | 32.55 | 58.61 | — | — | |
| Spectral-fInput=Feature2022.01 | 59.91 | 32.55 | 58.61 | — | — | |
| MGAEInput=C&S2021.07 | 59.3 | 28.2 | — | 24.8 | — | |
| ARGEInput=Both2019.06 | 59.12 | 23.17 | 58.41 | — | — | |
| ARGEInput=Both2022.01 | 59.12 | 23.17 | 58.41 | — | — | |
| ARVGEInput=Both2019.06 | 58.22 | 20.62 | 23.04 | — | — | |
| ARVGE2019.04 | 58.22 | 20.62 | 23.04 | — | — | |
| ARVGEInput=Both2022.01 | 58.22 | 20.62 | 23.04 | — | — | |
| k-meansInput=Feature2019.06 | 57.32 | 29.12 | 57.35 | — | — | |
| k-meansInput=Feature2022.01 | 57.32 | 29.12 | 57.35 | — | — | |
| TADWInput=C&S2021.07 | 56.5 | 22.4 | — | 17.7 | — | |
| K-meansInfo.=F2022.05 | 55.59 | 24.34 | 56.04 | 21.54 | 46.08 | |
| DGIInput=C&S2021.07 | 53.3 | 18.1 | — | 16.6 | — | |
| GraphEncoderInfo.=G2022.05 | 53.1 | 20.9 | 50.6 | 18.4 | 45.6 | |
| TADWInfo.=F&G2022.05 | 46.82 | 9.47 | 51.22 | 5.78 | 38.34 | |
| DNGRInput=Graph2019.06 | 45.35 | 15.38 | 17.9 | — | — | |
| MGAEInput=Both2019.06 | 43.88 | 8.16 | 41.98 | — | — | |
| MGAE2019.04 | 43.88 | 8.16 | 41.98 | — | — | |
| MGAEInfo.=F&G2022.05 | 43.88 | 8.16 | 41.98 | 3.98 | — | |
| Spectral-gInput=Graph2019.06 | 39.74 | 3.46 | 51.97 | — | — | |
| Spectral-gInput=Graph2022.01 | 39.74 | 3.46 | 51.97 | — | — | |
| Spectral-GInfo.=G2022.05 | 37.98 | 10.3 | 50.54 | 26.67 | -0.02 | |
| vGraphInfo.=G2022.05 | 26 | 22.4 | 33.2 | 18.5 | — | |
| DNGRInfo.=G2022.05 | 25.53 | 20.11 | 15.57 | 8.29 | 19.26 |