Table 5 Kappa.

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

Model

Data stream

S1

S2

S3

S4

S5

S6

S7

S8

SAEM

78.71

78.72

88.29

86.86

85.25

84.51

85.03

85.14

ROSE

72.59

74.04

90.16

85.93

78.36

80.62

72.22

81.28

CALMID

61.84

63.08

84.27

83.16

70.8

73.32

72.67

73.49

KUE

57.58

62.06

68.01

65.71

54.93

54.32

47.58

52.78

AUE

45.04

45.46

74.85

65.64

51.9

53.83

52.53

54.41

AWE

44.57

46.32

65.19

63.45

49.27

51.4

51.87

51.32

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