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Higher-dimensional voronoi diagrams in linear expected time
Authors:Rex A Dwyer
Institution:(1) Department of Computer Science, North Carolina State University, 27695-8206 Raleigh, NC, USA
Abstract:A general method is presented for determining the mathematical expectation of the combinatorial complexity and other properties of the Voronoi diagram ofn independent and identically distributed points. The method is applied to derive exact asymptotic bounds on the expected number of vertices of the Voronoi diagram of points chosen from the uniform distribution on the interior of ad-dimensional ball; it is shown that in this case, the complexity of the diagram is ∵(n) for fixedd. An algorithm for constructing the Voronoid diagram is presented and analyzed. The algorithm is shown to require only ∵(n) time on average for random points from ad-ball assuming a real-RAM model of computation with a constant-time floor function. This algorithm is asymptotically faster than any previously known and optimal in the average-case sense. Based upon work supported by the National Science Foundation under Grant No. CCR-8658139 while the author was a student at Carnegie-Mellon University.
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