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Thibault Sellam, Robin Cijvat, Richard Koopmanschap, Martin L · arXiv 7263.300728

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cs.DS 1

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2026 1

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UNVERDICTED 1

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Scalable and Distributed Silhouette Approximation

cs.DS · 2026-07-02 · unverdicted · novelty 8.0

First sampling algorithms with O(ε) additive error guarantees for local and global silhouette estimation in metric k-clustering, using O(nk ε^{-2} ln(nk/δ)) distances, plus constant-round distributed MapReduce/MPC versions.

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  • Scalable and Distributed Silhouette Approximation cs.DS · 2026-07-02 · unverdicted · none · ref 34

    First sampling algorithms with O(ε) additive error guarantees for local and global silhouette estimation in metric k-clustering, using O(nk ε^{-2} ln(nk/δ)) distances, plus constant-round distributed MapReduce/MPC versions.