Bag2image: a multi-instance network traffic representation for network security event prediction

Bag2image: a multi-instance network traffic representation for network security event prediction

Abstract In practical scenarios, security events triggered by abnormal network traffic often result from the collective behavior of multiple data streams, embodying group security events with collective characteristics. Existing research methods, focusing on individual data streams, lack a macroscop...

Ausführliche Beschreibung

Bibliographische Detailangaben
Hauptverfasser: Jiachen Zhang, Daoqi Han, Zhaoxuan Lv, Yueming Lu, Junke Duan, Yang Liu, Xinyu Zhang
Format: Artikel
Sprache:English
Veröffentlicht: SpringerOpen 2025-03-01
Schriftenreihe:Cybersecurity
Schlagworte:
Security event prediction
Network traffic
Multi-instance learning
Network traffic analysis
Bag representation
Online Zugang:https://doi.org/10.1186/s42400-024-00292-y

Online

https://doi.org/10.1186/s42400-024-00292-y

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