seniorCurse of Dimensionality
What is distance concentration phenomenon?
Updated May 15, 2026
Short answer
Distances between points converge to a narrow range.
Deep explanation
In high-dimensional spaces, variance of pairwise distances decreases, making nearest and farthest neighbors almost indistinguishable. This breaks many ML assumptions.
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