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Locality-preserving hashing

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A function f that maps a multidimensional coordinate to a scalar value v. The goal of f is that if we have three coordinates A, B and C and distance (A,B) < distance (B,C), then abs (f(A) - f(B)) < abs (f(B) - f(C)).