Table 4 CT evaluation of SAMFL-SCDCOA methodology with existing models on the CICIDS-2017 dataset.

From: Leveraging self attention driven gated recurrent unit with crocodile optimization algorithm for cyberattack detection using federated learning framework

Model

CT (sec)

RF

11.48

DT

12.74

KNN algorithm

11.87

AdaBoost

6.95

DBN-KELM

10.14

RNN method

9.15

Gradient boosting

11.62

DBRF

11.53

FLIDS

11.13

SMOTE-ENN

7.74

SAMFL-SCDCOA

5.07

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