Table 4 Accuracy.

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

Model

Data stream

S1

S2

S3

S4

S5

S6

S7

S8

SAEM

83.81

84.1

91.15

90.14

88.77

88.17

87.66

88.7

ROSE

79.02

80.25

90.16

89.38

83.36

85.08

77.02

85.63

CALMID

71.01

72.06

88.12

87.3

77.67

79.6

77.47

79.8

KUE

68.14

71.36

75.98

74.26

65.88

64.82

57.39

64.39

AUE

58.66

59.17

74.85

74.14

63.41

64.36

60.79

64.91

AWE

58.44

60.02

74.17

72.56

61.63

62.66

60.67

62.75

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