A few shots traffic classification with mini-FlowPic augmentations
Eyal Horowicz, Tal Shapira, Yuval Shavitt
Abstract
Internet traffic classification has been intensively studied over the past decade due to its importance for traffic engineering and cyber security. One of the best solutions to several traffic classification problems is the FlowPic approach, where histograms of packet sizes in consecutive time slices are transformed into a picture that is fed into a Convolution Neural Network (CNN) model for classification.
Topics & Concepts
Computer scienceTraffic classificationConvolution (computer science)Convolutional neural networkThe InternetHistogramContextual image classificationArtificial intelligenceNetwork packetArtificial neural networkInternet trafficData miningPattern recognition (psychology)Computer networkImage (mathematics)World Wide WebInternet Traffic Analysis and Secure E-votingNetwork Security and Intrusion DetectionAdvanced Malware Detection Techniques