Simple k-NN performs near-parity with complex traffic classifiers because most TC datasets contain over 50% duplicate samples, inflating results under random splits.
A preliminary performance comparison of five machine learning algorithms for practical ip traffic flow classification,
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When Simple Model Just Works: Is Network Traffic Classification in Crisis?
Simple k-NN performs near-parity with complex traffic classifiers because most TC datasets contain over 50% duplicate samples, inflating results under random splits.