Table 3 Classifier outcome of AAIFLF-PPCD technique under 70%TRPH and 30%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 (70%)

L-1

99.39

96.29

96.06

96.18

97.87

L-2

98.96

95.89

91.64

93.72

95.64

L-3

98.98

93.63

94.26

93.94

96.84

L-4

99.11

94.84

94.35

94.59

96.94

L-5

99.24

95.04

96.01

95.52

97.77

L-6

99.51

96.63

97.52

97.08

98.61

L-7

99.16

95.32

94.19

94.76

96.90

L-8

99.17

94.95

95.38

95.16

97.45

L-9

99.18

95.52

94.48

95.00

97.04

L-10

99.17

94.65

95.61

95.13

97.56

L-11

99.12

94.07

95.57

94.81

97.51

L-12

99.20

94.46

96.11

95.28

97.79

Average

99.18

95.11

95.10

95.10

97.33

TSPH (30%)

L-1

99.30

96.35

96.00

96.17

97.81

L-2

99.10

95.18

93.45

94.31

96.52

L-3

98.93

92.81

94.32

93.56

96.83

L-4

99.17

95.76

94.39

95.07

97.00

L-5

99.23

95.54

94.88

95.21

97.24

L-6

99.32

95.58

96.46

96.02

98.02

L-7

99.19

96.71

94.21

95.45

96.95

L-8

99.32

94.60

96.88

95.73

98.20

L-9

99.18

95.38

94.88

95.13

97.23

L-10

99.47

97.20

96.13

96.66

97.94

L-11

99.50

96.52

97.43

96.97

98.56

L-12

99.33

94.53

97.39

95.93

98.45

Average

99.25

95.51

95.53

95.52

97.56