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

[boujida-h]

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.

[TonyBagnall]

great idea, @chrisholder is on it

[tanishy7777]

great idea, @chrisholder is on it

Hey, Can I work on this. @chrisholder @TonyBagnall

[MatthewMiddlehurst]

That's fine in principle, but please do not take on too much at once. Getting PRs merged and responding to reviews is the main goal.

[tanishy7777]

That's fine in principle, but please do not take on too much at once. Getting PRs merged and responding to reviews is the main goal.

Hi, currently my other PRs are still being reviewed and I am considerable free so I think I can take up this one. But yep will keep that in mind. Thanks!

[tanishy7777]

@aeon-actions-bot assign @tanishy7777