Hilbert projection theorem
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The Hilbert Projection Theorem is a famous result of convex analysis that says that for every point x in a Hilbert space H and every closed subspace , there exists a unique point
for which
is minimized over M. A necessary and sufficient condition for m is that the vector x − m be orthogonal to M.