Weak ε-nets have basis of size o(1/ε log (1/ε)) in any dimension

  • Authors:
  • Saurabh Ray;Nabil Mustafa

  • Affiliations:
  • Universitaet des Saarlandes, Saarbruecken, Germany;Lahore University of Management Sciences, Lahore, Pakistan

  • Venue:
  • SCG '07 Proceedings of the twenty-third annual symposium on Computational geometry
  • Year:
  • 2007

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Abstract

Given a set P of n points in Rd and ε 0, we consider the problemof constructing weak ε-nets for P.We show the following: pick a random sample Q of size O(1/ε log (1/ε)) from P. Then, with constant probability, a weak ε-net of P can be constructed from only the points of Q. This shows that weak ε-nets in Rd can be computed from a subset of P of size O(1/ε log(1/ε)) with only the constant of proportionality depending on the dimension, unlike all previous work where the size of the subset had the dimension in the exponent of 1/ε. However, our final weak ε-nets still have a large size (with the dimension appearing in the exponent of 1/ε).