Detection of Unknown DDoS Attack Using Reconstruct Error and One-Class SVM Featuring Stochastic Gradient Descent

Detection of Unknown DDoS Attack Using Reconstruct Error and One-Class SVM Featuring Stochastic Gradient Descent

The network system has become an indispensable component of modern infrastructure. DDoS attacks and their variants remain a potential and persistent cybersecurity threat. DDoS attacks block services to legitimate users by incorporating large amounts of malicious traffic in a short period or depletin...

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Bibliographic Details
Main Authors: Chin-Shiuh Shieh, Thanh-Tuan Nguyen, Chun-Yueh Chen, Mong-Fong Horng
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Mathematics
Subjects:
distributed denial of service (DDoS)
deep learning
open-set recognition (OSR)
one-class support vector machine
reconstruct error
incremental learning
Online Access:https://www.mdpi.com/2227-7390/11/1/108

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https://www.mdpi.com/2227-7390/11/1/108

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