Table 3 Ablation study of the proposed method on 6 datasets.

From: Prototype based contrastive graph clustering network for reducing false negatives

Dataset

CORA

CITESEER

AMAP

ACC

NMI

ARI

F1

ACC

NMI

ARI

F1

ACC

NMI

ARI

F1

MSAFA

74.02 ± 0.68

56.72 ± 1.35

51.69 ± 1.70

71.17 ± 1.62

71.46 ± 0.52

45.05 ± 0.39

46.69 ± 0.87

62.18 ± 0.52

78.03 ± 0.73

67.39 ± 0.60

59.25 ± 1.38

72.16 ± 0.49

MSPDA

75.33 ± 0.99

57.48 ± 0.91

54.43 ± 1.72

73.24 ± 1.29

71.38 ± 0.60

44.84 ± 0.87

46.61 ± 1.03

62.17 ± 0.64

78.15 ± 0.61

67.54 ± 0.45

59.38 ± 1.09

72.24 ± 0.43

Ours

75.36 ± 1.01

57.48 ± 0.91

54.44 ± 1.72

73.28 ± 1.30

71.64 ± 0.56

45.29 ± 0.46

46.92 ± 0.97

62.30 ± 0.59

78.33 ± 0.72

67.46 ± 0.48

59.85 ± 1.40

72.29 ± 0.49

Dataset

BAT

EAT

UAT

ACC

NMI

ARI

F1

ACC

NMI

ARI

F1

ACC

NMI

ARI

F1

MSAFA

74.58 ± 1.49

49.64 ± 1.72

46.70 ± 1.92

74.34 ± 1.55

58.20 ± 0.52

34.72 ± 0.60

28.07 ± 0.57

58.24 ± 0.71

58.39 ± 1.76

29.36 ± 1.42

25.71 ± 1.32

57.79 ± 2.18

MSPDA

76.87 ± 0.77

52.47 ± 0.93

49.88 ± 1.56

76.78 ± 0.68

58.40 ± 0.31

35.13 ± 0.31

27.51 ± 0.89

58.92 ± 0.47

58.58 ± 0.95

29.44 ± 1.55

28.36 ± 1.78

56.78 ± 1.89

Ours

77.94 ± 1.34

53.66 ± 1.78

51.24 ± 2.32

77.94 ± 1.32

58.40 ± 1.41

35.19 ± 0.54

27.83 ± 1.00

58.83 ± 0.28

59.39 ± 0.91

29.52 ± 1.12

27.28 ± 1.28

58.02 ± 1.27