Table 4 Results of the Wilcoxon signed-rank test
From: Simple yet effective heuristic community detection with graph convolution network
Our vs. | ACC | F1 | ARI | SC | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
R+ | R- | p-value | R+ | R- | p-value | R+ | R- | p-value | R+ | R- | p-value | |
K-means | 53 | 2 | 0.009344 | 54 | 1 | 0.00691 | 52 | 3 | 0.012515 | 55 | 0 | 0.005062 |
Louvain | 48 | 7 | 0.036658 | 55 | 0 | 0.005062 | 44 | 11 | 0.092601 | 55 | 0 | 0.005062 |
CommDGI | 46 | 9 | 0.059336 | 51 | 4 | 0.016605 | 48 | 7 | 0.036658 | 50 | 5 | 0.021824 |
DGCluster | 55 | 0 | 0.005062 | 55 | 0 | 0.005062 | 53 | 2 | 0.009344 | 55 | 0 | 0.005062 |
DCGL | 21 | 0 | 0.027708 | 36 | 0 | 0.011719 | 24 | 12 | 0.400814 | 21 | 0 | 0.027708 |
MAGI | 46 | 9 | 0.059336 | 39 | 16 | 0.241121 | 44 | 11 | 0.092601 | 55 | 0 | 0.005062 |
MGCN | 36 | 0 | 0.011719 | 55 | 0 | 0.005062 | 53 | 2 | 0.009344 | 36 | 0 | 0.011719 |
CPGCL | 21 | 0 | 0.027708 | 21 | 0 | 0.027708 | 21 | 0 | 0.027708 | 21 | 0 | 0.027708 |