Beyond fixed thresholds: optimizing summaries of wearable device data via piecewise linearization of quantile functions

Junyoung Park, Neo Kok, Irina Gaynanova

Wearable devices, such as actigraphy monitors and continuous glucose monitors (CGMs), capture high-frequency data, which are often summarized by the percentages of time spent withi…