Improved time series clustering based on new geometric frameworks

•We use the geometrical information of the time series via Takens embedding.•We analyze the geometrical information obtained by the embedding on the Stiefel, the unit sphere and the Rn×p manifolds.•We point out the gain obtained by such an embedding with respect to traditional time series clustering...

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