Clustering of subsequences of time series is a widely studied and applied class of techniques [3, 4, 2, 6, 1, 5, 7] which aims at interpreting a time series as a shorter sequence of symbols, each of which represent a segment of the series with a pattern that is similar to other segments that has been assigned the same symbol. The research field of subsequence clustering, which was already a wid...