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Comment by DoctorOetker

I understand what you say, and I don't disagree with your analysis for the collection of datapoints on nonintersecting spherical surfaces. (Although I do frown at this type of dataset, since distribution densities tend to peak at their peaks, the "in high enough dimensions everything lies on a sphere" is a misconception: it is only the radial histogram that peaks at a nonzero radius...).

Just thought that it might be worth pointing out that there are valid use cases of clustering with real data reference for each class available: consider pictures, to be inspectable it would be helpful to see a real picture instead of some blurry interpolated mess.

Would you mind providing a reference for the bolt vector quantization algorithm? It sounds interesting.

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