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[ENH] Add KDTW kernel to be used with kernelKmeans algorithm for time series clustering

Open boujida-h opened this issue 7 months ago • 1 comments

Describe the feature or idea you want to propose

The algorithm TimeSeriesKernelKMeans in the API reference for clustering does not take KDTW**, A Regularized Dynamic Time Warping Kernel, as a kernel.

** : https://github.com/pfmarteau/KDTW/tree/master

Describe your proposed solution

Integrate the KDTW given above in https://www.aeon-toolkit.org/en/stable/api_reference/auto_generated/aeon.clustering.TimeSeriesKernelKMeans.html#aeon.clustering.TimeSeriesKernelKMeans

The kernelKmeans algorithm must use the KDTW as a kernel.

boujida-h avatar Jun 26 '24 12:06 boujida-h