Zeyu Luan

RatioSketch: Towards More Accurate Frequency Estimation in Data Streams via a Lightweight Neural Network

Sketch-based solutions are widely used to estimate item frequencies in infinite data streams.Traditional hand-crafted sketches face the bottleneck of further eliminating errors because they cannot fully utilize the data stream distribution.Although recent neural sketches represented by MetaSketch an