Table 2 Classifier outcome of AAIFLF-PPCD technique under 80%TRPH and 20%TSPH.

From: Advanced artificial intelligence with federated learning framework for privacy-preserving cyberthreat detection in IoT-assisted sustainable smart cities

Classes

\(\:\varvec{A}\varvec{c}\varvec{c}{\varvec{u}}_{\varvec{y}}\)

\(\:\varvec{P}\varvec{r}\varvec{e}{\varvec{c}}_{\varvec{n}}\)

\(\:\varvec{R}\varvec{e}\varvec{c}{\varvec{a}}_{\varvec{l}}\)

\(\:{\varvec{F}1}_{\varvec{s}\varvec{c}\varvec{o}\varvec{r}\varvec{e}}\)

\(\:{\varvec{A}\varvec{U}\varvec{C}}_{\varvec{s}\varvec{c}\varvec{o}\varvec{r}\varvec{e}}\)

TRPH (80%)

L-1

99.67

97.69

98.36

98.02

99.08

L-2

99.53

99.02

95.38

97.17

97.65

L-3

99.59

98.43

96.68

97.55

98.27

L-4

99.61

98.69

96.65

97.66

98.27

L-5

97.77

79.54

98.23

87.90

97.98

L-6

99.79

99.38

98.07

98.73

99.01

L-7

99.62

99.38

96.12

97.72

98.03

L-8

99.70

98.10

98.25

98.18

99.04

L-9

99.64

98.66

96.91

97.78

98.40

L-10

99.50

99.27

94.76

96.96

97.35

L-11

99.53

98.95

95.34

97.11

97.63

L-12

99.72

99.28

97.33

98.30

98.63

Average

99.47

97.20

96.84

96.92

98.28

TSPH (20%)

L-1

99.62

96.93

98.34

97.63

99.03

L-2

99.52

98.31

95.69

96.98

97.77

L-3

99.75

98.75

98.14

98.45

99.02

L-4

99.60

98.47

96.38

97.41

98.12

L-5

97.93

81.36

98.85

89.25

98.35

L-6

99.65

99.03

96.96

97.98

98.43

L-7

99.45

98.72

94.48

96.55

97.18

L-8

99.48

97.18

96.59

96.88

98.17

L-9

99.72

98.85

97.91

98.38

98.90

L-10

99.42

98.68

93.95

96.26

96.92

L-11

99.48

98.81

95.23

96.99

97.56

L-12

99.52

98.21

96.10

97.14

97.97

Average

99.43

96.94

96.55

96.66

98.12