Closest Pair and the Post Office Problem for Stochastic Points

نویسندگان

  • Pegah Kamousi
  • Timothy M. Chan
  • Subhash Suri
چکیده

Given a (master) set M of n points in d-dimensional Euclidean space, consider drawing a random subset that includes each point mi ∈ M with an independent probability pi. How difficult is it to compute elementary statistics about the closest pair of points in such a subset? For instance, what is the probability that the distance between the closest pair of points in the random subset is no more than `, for a given value `? Or, can we preprocess the master set M such that given a query point q, we can efficiently estimate the expected distance from q to its nearest neighbor in the random subset? We obtain hardness results and approximation algorithms for stochastic problems of this kind.

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تاریخ انتشار 2011