TurboTest decouples ML throughput prediction from termination classification to enable early stopping of speed tests, delivering 1.8-4.4x higher data savings than BBR baselines on 1 million M-Lab tests while lowering median error.
Extracting diverse-shapelets for early classification on time series.World Wide Web, 23(6):3055–3081, 2020
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TURBOTEST: Learning When Less is Enough through Early Termination of Internet Speed Tests
TurboTest decouples ML throughput prediction from termination classification to enable early stopping of speed tests, delivering 1.8-4.4x higher data savings than BBR baselines on 1 million M-Lab tests while lowering median error.