This paper is under review which means review has begun. You can track the progress of this review on GitHub over here »

STUMPY is a powerful and scalable library that efficiently computes something called the matrix profile, which can be used for a variety of time series data mining tasks such as:

pattern/motif (approximately repeated subsequences within a longer time series) discovery
anomaly/novelty (discord) discovery
shapelet discovery
semantic segmentation
density estimation
time series chains (temporally ordered set of subsequence patterns)
and more ...

Archive DOI: pending