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Luciano Dyballa

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#machine learning Preprint Sep 2026

Bracketing Uncertainty in Clustering Under the Manifold Hypothesis

Manifold-Based Clustering (MBC) is proposed, which returns an explicit bracket interval to quantify the underlying data uncertainty, and suggests that ambiguity in cluster number is often intrinsic, and should be quantified rather than resolved.

Savik Kinger, Luciano Dyballa, Steven W. Zucker · 1 citation

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