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Čech complex 1persistent homology 1random point processes 1triangulable spaces 1Vietoris-Rips complex 1

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cs.LG2026

A Universal Nearest-Neighbor Estimator for Intrinsic Dimensionality

Eng-Jon Ong, Omer Bobrowski, Gesine Reinert +1

Estimating the intrinsic dimensionality (ID) of data is a fundamental problem in machine learning and computer vision, providing insight into the true degrees of freedom underlying…