The curse of dimensionality is the result of correlatives of the fact that:

at higher dimensions, **most random data points become equidistant from each other** — you can prove this to yourself pythagoras and some math of expectation

- random vectors are almost orthogonal
- unit sphere takes almost no volume in unit square (?)