I want to select M points on the N-sphere such that $min_{i\neq j,i,j\in \{1..M\}} ||x_i - x_j||$ is maximized.
Are there good upper bounds for this max-min distance?
I want to select M points on the N-sphere such that $min_{i\neq j,i,j\in \{1..M\}} ||x_i - x_j||$ is maximized.
Are there good upper bounds for this max-min distance?
Call the quantity in question $D(M, N),$ and let the volume of the spherical cap of dimension $N$ and radius $r$ $V(N, r),$normalized so that the volume of the whole sphere is $1.$ Since the caps of radius $2\arcsin D(M, N)/4$ are disjoint, you know that:
$$ M V(N, 2\arcsin D(M, N)/4) < 1. $$ Since The function $V(N, r)$ is well understood, this gives you a bound.