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Deep Learning (DL) Approaches 1 Gated Recurrent Unit (GRU) 1 Intrusion Detection (ID) Data Sets 1 KDDCup ’99’ 1 Long Short-Term Memory (LSTM) 1 Machine Learning (ML) 1 Recurrent Neural Network (RNN) 1 UNSW-NB15 1
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Poornachandran, Prabaharan 1 Soman, K.P. 1 Vinayakumar, R 1
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International Journal of Information System Modeling and Design (IJISMD) 1
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Evaluation of Recurrent Neural Network and its Variants for Intrusion Detection System (IDS)
Vinayakumar, R; Soman, K.P.; Poornachandran, Prabaharan - In: International Journal of Information System Modeling … 8 (2017) 3, pp. 43-63
This article describes how sequential data modeling is a relevant task in Cybersecurity. Sequences are attributed temporal characteristics either explicitly or implicitly. Recurrent neural networks (RNNs) are a subset of artificial neural networks (ANNs) which have appeared as a powerful,...
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