Use of the neural network device in network security systems

Автор: Kuvshinov N.E.

Журнал: Форум молодых ученых @forum-nauka

Статья в выпуске: 9 (13), 2017 года.

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In this paper, we consider the possibility of using the apparatus of neural networks for the tasks of classifying multimedia traffic in telecommunication networks. For the implementation of a class classifier, a multilayer perceptron was selected. When examining modern attacks at the transport and / or network level of the network, the following characteristics were selected: protocol type, fragmentation characteristics, TTL, ToS, number of sent / received bytes, whether the broadcast, IP options, correctness of the CRC, code and type of ICMP-Messages, TCP sessions-duration, number of flags in the session, whether the window size was changing and others.

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Классификация ip-трафика, classification of ip traffic, p2p-трафик, p2p traffic, evaluation criteria, intrusion detection system, one-class classifier, multilayer perceptron

Короткий адрес: https://sciup.org/140279595

IDR: 140279595

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