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Interpretable intrinsic dimension estimation through componentwise calibration of distance and angle

Huang, Chih-Hsuan et al.
arXiv (All) · Papers
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DANCo (Dimensionality from Angle and Norm Concentration) jointly calibrates nearest-neighbor distance and angular statistics and consistently reaches state-of-the-art accuracy on clean intrinsic-dimension (ID) benchmarks. Practical data, however, introduce neighborhood-relative noise and sample-ampl
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