ASAP: Automatic Smoothing for Attention Prioritization in Time Series

ASAP automatically smoothes time series plots to remove short-term noise while retaining large-scale deviations.

A little smoothing can go a long way: try ASAP below!

Empirically, ASAP can improve accuracy by up to 38.4% while reducing response times by up to 44.3%.

Check out our paper and the Monitorama talk for details. [slides] [code] [blog post]



From Kexin Rong, Stanford Future Data Systems.