Distributed denial of service (DDoS) classification based on random forest model with backward elimination algorithm and grid search algorithm

Distributed denial of service (DDoS) classification based on random forest model with backward elimination algorithm and grid search algorithm

Abstract Distributed Denial of Service (DDoS) attacks pose significant threats to network security, disrupting critical services by overwhelming targeted systems with malicious traffic. In this study, a machine learning-based approach is proposed to classify DDoS attacks using multiple classificatio...

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Bibliographic Details
Main Authors: Mohamed S. Sawah, Hela Elmannai, Alaa A. El-Bary, Kh. Lotfy, Osama E. Sheta
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
DDoS attack
Random forest
Feature selection
Hyperparameter tuning
Grid search
Network security
Online Access:https://doi.org/10.1038/s41598-025-03868-x
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https://doi.org/10.1038/s41598-025-03868-x

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