Table 6 F1 score.

From: Smart adaptive ensemble model for multiclass imbalanced nonstationary data streams

Model

Data stream

S1

S2

S3

S4

S5

S6

S7

S8

SAEM

82.7

82.8

89.99

89.01

88.7

87.98

88.07

88.39

ROSE

77.69

78.56

89.14

88.34

83.14

84.94

77.77

85.42

CALMID

69.23

69.49

86.51

85.63

77.22

78.27

76.93

78.54

KUE

67.79

69.98

74.04

72.45

67.5

65.28

60.4

63.72

AUE

56.43

55.52

72.71

72.76

63.93

63.65

60.97

64.34

AWE

56.12

56.34

72.85

71.71

61.46

61.77

63.08

61.98

  1. Bold values denote the highest (best) performance achieved among all methods for each respective datastream.