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I read this paper and implement their algorithms simply for my little experiment.

References

Dasgupta, S., Frost, N., Moshkovitz, M., Rashtchian, C. (2020). "Explainable k-Means and k- Medians Clustering". arXiv preprint arXiv:2002.12538