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Network Traffic Identification Using Deep Learning: Anand G. Jitendra K. Darren L. Gokulnath M PDF

18 Pages·2019·English
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by ['lolwhatman']| 2019| 18 pages| English

About Network Traffic Identification Using Deep Learning: Anand G. Jitendra K. Darren L. Gokulnath M

This document presents a deep learning model for network traffic identification. It discusses shortcomings of current methods like port-based and signature-based classification. The proposed method uses a CNN-LSTM architecture to identify traffic types from preprocessed PCAP files. It achieved 86-90% accuracy on 7 traffic classes. Future work includes improving the model using pre-trained networks and addressing class imbalance.

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Author:['lolwhatman']
Publication Year:2019
Pages:18
Language:English
Format:PDF
Price:FREE
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