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]
- Try on your own:
From Kexin Rong, Stanford Future Data Systems.