Variant Gated Recurrent Units With Encoders to Preprocess Packets for Payload-Aware Intrusion Detection

This paper investigates variant-gated recurrent units with encoders to preprocess packets for payload-aware intrusion detection. The variant-gated recurrent units include an encoded gated recurrent unit (E-GRU) and an encoded binarized gated recurrent unit (E-BinGRU). First, the originally collected...

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Veröffentlicht in:	IEEE access 2019, Vol.7, p.49985-49998
Hauptverfasser:	Hao, Yiran, Sheng, Yiqiang, Wang, Jinlin
Format:	Artikel
Sprache:	eng
Schlagworte:	Accuracy Binary Coders Communications traffic Computer architecture encoder False alarms Feature extraction gated recurrent unit Headers Intrusion detection Intrusion detection systems Logic gates Manuals network security packet preprocessing Packets (communication) payload-aware intrusion detection Payloads Recurrent neural networks
Online-Zugang:	Volltext
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