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BanditPAM: Almost Linear-Time k-medoids Clustering via Multi-Armed Bandits

The Stanford AI Lab Blog

Our state-of-the-art (k)-medoids algorithm from NeurIPS, BanditPAM, is now publicly available! texttt{pip install banditpam}) and you're good to go! In our NeurIPS paper, BanditPAM, we sped up the best known algorithm from (O(n^2)) to (O(ntext{log}n)). BanditPAM (right) only samples the pairwise distances.