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Implementation of the random-shapelet algorithm for a fast extraction of a feature-based representation from time series for classification based on the shapelet principle. Based on the following articles:
- Xavier Renard, Maria Rifqi, Gabriel Fricout, Marcin Detyniecki. EAST representation: fast discovery of discriminant temporal patterns from time series. ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data, Sep 2016, Riva Del Garda, Italy.
- Xavier Renard, Maria Rifqi, Walid Erray, Marcin Detyniecki. Random-shapelet: an algorithm for fast shapelet discovery. 2015 IEEE International Conference on Data Science and Advanced Analytics (IEEE DSAA'2015), Oct 2015, Paris, France