ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels

DATA MINING AND KNOWLEDGE DISCOVERY, no. SP5 (2020): 1454.0-1495.0

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Abstract

Most methods for time series classification that attain state-of-the-art accuracy have high computational complexity, requiring significant training time even for smaller datasets, and are intractable for larger datasets. Additionally, many existing methods focus on a single type of feature such as shape or frequency. Building on the rece...More

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Dempster Angus
Dempster Angus
Webb Geoffrey I.
Webb Geoffrey I.
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