2014 · 21 citations · 4 references
Internet Traffic AnalysisEngineeringInformation SecurityNormal Host BehaviourNetwork AnalysisSoftware AnalysisFormal VerificationHardware SecurityImperial College LondonData ScienceNetwork MonitoringRegular PollingNetwork FlowsIntrusion Detection SystemComputer ScienceSignal ProcessingData SecurityBotnet DetectionNetwork Traffic MeasurementAutomated Polling Traffic
Detecting polling behaviour in a computer network has two important applications. First, the polling can be indicative of malware beaconing, where an undetected software virus sends regular communications to a controller. Second, the cause of the polling may not be malicious, since it may correspond to regular automated update requests permitted by the client, to build models of normal host behaviour for signature-free anomaly detection, this polling behaviour needs to be understood. This article presents a simple Fourier analysis technique for identifying regular polling, and focuses on the second application: modelling the normal behaviour of a host, using real data collected from the computer network of Imperial College London.
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A Comparative Study of Anomaly Detection Schemes in Network Intrusion Detection
Aleksandar Lazarević, Levent Ertöz, Vipin Kumar et al. · 2003 · 855 citations