Robust network anomaly detection using ensemble learning approach and explainable artificial intelligence (XAI)

Robust network anomaly detection using ensemble learning approach and explainable artificial intelligence (XAI)

Intrusion Detection Systems, specifically Network Anomaly Detection Systems (NADSs) are vital tools in network security. The NADSs are affected by data imbalance issues in classifying minority classes. Also, designing an efficient detection framework is sought after to achieve a higher detection rat...

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Bibliographic Details
Main Authors: Mohammad Kazim Hooshmand, Manjaiah Doddaghatta Huchaiah, Ahmad Reda Alzighaibi, Hasan Hashim, El-Sayed Atlam, Ibrahim Gad
Format: Article
Language:English
Published: Elsevier 2024-05-01
Series:Alexandria Engineering Journal
Subjects:
IDS
Network anomaly detection systems
Ensemble learning
XGBoost
SMOTE
Oversampling
Online Access:http://www.sciencedirect.com/science/article/pii/S1110016824002850

Internet

http://www.sciencedirect.com/science/article/pii/S1110016824002850

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