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Image Credit: Arxiv

FastFlow: Early Yet Robust Network Flow Classification using the Minimal Number of Time-Series Packets

  • FastFlow is a time-series flow classification method that accurately classifies network flows as known types or unknown types.
  • FastFlow dynamically selects the minimal number of packets to balance accuracy and efficiency.
  • The method utilizes a flow representation process and a sequential decision-based classification model trained with reinforcement learning.
  • FastFlow achieved superior performance in early and accurate flow classification in evaluations on public datasets.

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