Publication | Closed Access
Packet Classification Using Dynamically Generated Decision Trees
40
Citations
13
References
2014
Year
Cluster ComputingInternet Traffic AnalysisEngineeringMultiple Decision TreesDistributed Data StoreNetwork AnalysisReplication ControlHardware SecurityData MiningNetwork Traffic MeasurementAdvanced NetworkingData ManagementKnowledge DiscoveryComputer EngineeringComputer ScienceSignal ProcessingNetwork Communication ProtocolEdge ComputingNetwork Traffic ControlCloud ComputingBinary SearchTransport LayerDistributed Transaction
Binary search on levels (BSOL) is a decision-tree algorithm for packet classification with superior speed performance. However, the most decision-tree-based algorithms, like BSOL, may suffer from a memory explosion problem caused by filter replications. In this work, we improve the storage performance of BSOL by employing a scheme, replication control. Our scheme dynamically generates multiple decision trees to eliminate filter replications in BSOL. The experimental results show that the new scheme achieves better performance than the existing decision-tree-based algorithms.
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