Luciano Dyballa

Bracketing Uncertainty in Clustering Under the Manifold Hypothesis

The manifold hypothesis suggests a natural criterion for clustering: partition data according to the manifold component from which each point is drawn. Whether two components are separable depends on a geometric tradeoff: the ambient separation between components versus the largest gap in sampling. In practice, this tr...