Table 5 Ablation study results comparing MDDoSFL-DRLFLO methodology on the CICIDIS 2017 dataset.

From: Mitigating distributed denial of service-based cyberattack in federated computing framework using deep reinforcement learning with frilled lizard algorithm

CICIDS-2017 dataset

Technique

\(\:Acc{u}_{y}\)

\(\:Pre{c}_{n}\)

\(\:Rec{a}_{l}\)

\(\:{F}_{measure}\)

IBFOA

97.16

94.89

94.97

94.46

FLO

97.88

95.42

95.49

95.21

D3QN

98.38

96.09

96.03

95.88

MDDoSFL-DRLFLO

98.92

96.69

96.66

96.67