Table 8 CT evaluation of SAMFL-SCDCOA technique with existing methods on the UNSW-NB15 dataset.

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

Method

CT (sec)

KNN algorithm

19.77

MLP model

9.12

CNN classifier

15.15

SVM model

16.09

LSTM method

11.81

DE-VIT model

12.35

DBN algorithm

8.07

HMO-EVO

17.89

MBiLSTM-GRU

19.07

MRS-PFIDS

16.56

SAMFL-SCDCOA

7.88

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