Publication | Closed Access
Optimal elephant flow detection
67
Citations
37
References
2017
Year
Unknown Venue
Internet Traffic AnalysisEngineeringNetwork AnalysisImage Sequence AnalysisImage AnalysisOnline Network MeasurementsData SciencePattern RecognitionNetwork PerformanceEdge DetectionComputational GeometryMachine VisionComputer EngineeringComputer ScienceComputer VisionNetwork ScienceElephant FlowsEdge ComputingNetwork Traffic ControlReal Packet TracesNetwork Traffic MeasurementNetwork MonitoringMotion Analysis
Monitoring the traffic volumes of elephant flows, including the total byte count per flow, is a fundamental capability for online network measurements. We present an asymptotically optimal algorithm for solving this problem in terms of both space and time complexity. This improves on previous approaches, which can only count the number of packets in constant time. We evaluate our work on real packet traces, demonstrating an up to X2.5 speedup compared to the best alternative.
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