The Window Dilemma: Why Concept Drift Detection is Ill-Posed

Brandon Gower-Winter, Misja Groen, Georg Krempl

Non-stationarity of an underlying data generating process that leads to distributional changes over time is a key characteristic of Data Streams. This phenomenon, commonly referred…