Publication | Open Access
Entropy/IP
87
Citations
20
References
2016
Year
Unknown Venue
Internet Traffic AnalysisEngineeringInformation RetrievalData ScienceInternet ProtocolInformation SecurityPattern RecognitionMachine LearningData MiningKnowledge DiscoveryIpv6 AddressesNetwork AnalysisInternet Address StructureNetwork Traffic MeasurementInternet ModelingComputer ScienceActive MeansArts
In this paper, we introduce Entropy/IP: a system that discovers Internet address structure based on analyses of a subset of IPv6 addresses known to be active, i.e., training data, gleaned by readily available passive and active means. The system is completely automated and employs a combination of information-theoretic and machine learning techniques to probabilistically model IPv6 addresses. We present results showing that our system is effective in exposing structural characteristics of portions of the active IPv6 Internet address space, populated by clients, services, and routers.
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