Encrypted traffic classification method and device based on graph convolutional neural network

The embodiment of the invention provides an encrypted traffic classification method and device based on a graph convolutional neural network, and the method comprises the steps: splitting encrypted traffic data of a to-be-classified application into a plurality of streams, and obtaining the statisti...

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Hauptverfasser: KOU XIAOXI, PENG BAI, NIE ZHENGPU, JIN SHEN, LI JIAN, CHANG HAIJIAO, ZHANG SHIJUN, LOU JING, SHI CHUAN, CHEN ZHONGTAO, MENG DE, XU DAWEI, MO SHUANG, ZHANG YUFAN, LI SHUO, SHANG FANGJIAN, XIAO DING, YU RAN, ZHANG SHAOJUN, WAN YING, WANG YIFEI, HAO YANRU, LAI JI, JI YUTONG, MA MINGJUN, WANG HAIFENG, LI XIN, WU WENRUI, ZHAO YANG, MA YUE, LI XIAN, WANG DONGSHENG, LIU BO, XIN TINGLIN
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The embodiment of the invention provides an encrypted traffic classification method and device based on a graph convolutional neural network, and the method comprises the steps: splitting encrypted traffic data of a to-be-classified application into a plurality of streams, and obtaining the statistical information of each stream; wherein the statistical information is used for indicating the transmission condition of the stream; converting the acquired statistical information into graph embedding as embedding of a stream; utilizing a heterogeneous graph convolutional neural network to obtain embedding of a communication graph corresponding to the to-be-classified application; utilizing a homogeneous graph convolutional neural network to obtain embedding of a flow graph corresponding to theto-be-classified application; and based on the embedding of the flow, the embedding of the communication graph and the embedding of the flow graph, obtaining a classification result of the to-be-classified application by uti