Network-based intrusion detection using deep learning technique

Network-based intrusion detection using deep learning technique

Abstract A high growth rate in network traffic and the complexity of cyber threats have made it necessary to create more effective and flexible intrusion detection systems. Most traditional Network-based Intrusion Detection Systems (NIDS) can become weak at detecting new patterns of attacks due to t...

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Bibliographic Details
Main Authors: Muhammad Farhan, Hafiz Waheed ud din, Saadat Ullah, Muhammad Sajjad Hussain, Muhammad Amir Khan, Tehseen Mazhar, Umar Farooq Khattak, Ines Hilali Jaghdam
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Network attacks
Network-based intrusion detection system (NIDS)
Deep neural networks
Extra tree classifier
Activation function
Online Access:https://doi.org/10.1038/s41598-025-08770-0
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https://doi.org/10.1038/s41598-025-08770-0

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