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Table 1 Summary of the survey of AI-based IDS

From: FEDDBN-IDS: federated deep belief network-based wireless network intrusion detection system

Study

IDS datasets

AI technique (ML/DL/FL)

[19,20,21,22,23, 28,29,30]

NSL-KDD dataset

DL

[65]

UNSW-NB15 and AWID datasets

ML

[24,25,26,27]

AWID dataset

ML and DL

[40, 41]

KDD 1999 cup and AWID datasets

DL and FL

[42,43,44,45,46]

ML, DL, and FL

[47,48,49]

Virus total malware dataset

ML, DL, and FL

[50,51,52,53]

Modbus network dataset

DL and FL

[54,55,56,57,58,59]

AWID dataset

ML, DL, and FL

[62,63,64]

AWID dataset

ML and FL

  1. ML Machine learning, DL Deep learning, FL Federated learning