A Note on Approximate Nearest Neighbor Methods

Details A Note on Approximate Nearest Neighbor Methods A Note on Approximate Nearest Neighbor Methods

2007-03-21

arxiv.org/abs/cs/0703101v1

Computer Science

Information Retrieval

The report was originally written in 2005 and does not reference information after that date

Scientific paper

A number of authors have described randomized algorithms for solving the epsilon-approximate nearest neighbor problem. In this note I point out that the epsilon-approximate nearest neighbor property often fails to be a useful approximation property, since epsilon-approximate solutions fail to satisfy the necessary preconditions for using nearest neighbors for classification and related tasks.

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