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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