arxivcs.AIcs.DBcs.LG2026-07-20
Panache: One-Pass Motif Discovery at Every Window Length
Motif discovery, the search for recurring patterns within a time series, is a core primitive of exploratory data analysis. A pattern, however, is defined by its duration, which analysts rarely know in advance. To resolve this unknown duration, an interval of window lengths is def…