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

  1. Bold values indicate statistically significant differences (p < 0.05).