Random projections preserving the Hamming distance between words

Stefano Arca, Alberto Bertoni, Giuseppe Lipori · Frontiers in artificial intelligence and applications · 2009

Random projections in the Euclidean space reduce the dimensionality of the data approximately preserving the distances between points. In the hypercube it holds a weaker property: random projections approximately preserve the distances within a certain range.

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