STaTS: Structure-Aware Temporal Sequence Summarization via Statistical Window Merging

Disharee Bhowmick, Ranjith Ramanathan, Sathyanarayanan N. Aakur

Time series data often contain latent temporal structure, transitions between locally stationary regimes, repeated motifs, and bursts of variability, that are rarely leveraged in s…