Time series analysis has a funny habit of turning simple questions into messy ones.
“When does the behavior change?”
“Are there repeated patterns?”
“Which segments are unusual?”
“How many ‘states’ does this system have?”
If you try to answer those with classic clustering like k-means, you immediately hit constraints: you must pick the number of clusters, you…
