articleJun 8, 2004Closed access

Locality-sensitive hashing scheme based on p-stable distributions

Stanford University · Moscow Institute of Thermal Technology

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Abstract

We present a novel Locality-Sensitive Hashing scheme for the Approximate Nearest Neighbor Problem under lp norm, based on p-stable distributions.Our scheme improves the running time of the earlier algorithm for the case of the lp norm. It also yields the first known provably efficient approximate NN algorithm for the case p

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2,962
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Authors

4

Topics & keywords

Keywords
  • Locality-sensitive hashing
  • Hash function
  • Locality
  • Euclidean space
  • Norm (philosophy)
  • Bounded function
  • Simple (philosophy)
  • Scheme (mathematics)
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