Lightweight machine learning framework for efficient DDoS attack detection in IoT networks

Lightweight machine learning framework for efficient DDoS attack detection in IoT networks

Abstract The rapid proliferation of Internet of Things (IoT) devices has introduced significant security challenges, with Distributed Denial of Service (DDoS) attacks posing a critical threat to network integrity. Traditional detection methods often rely on computationally intensive models, renderin...

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Bibliographic Details
Main Authors: Mamoona Nawaz, Shireen Tahira, Dilawar Shah, Shujaat Ali, Muhammad Tahir
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Machine learning
Artificial intelligence
Internet of things
DDoS attacks
Networking
Cybersecurity
Online Access:https://doi.org/10.1038/s41598-025-10092-0
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