A Sweep-Plane Algorithm for Generating Random Tuples in Simple Polytopes

Publikation: Working/Discussion PaperWU Working Paper und Case

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Abstract

A sweep-plane algorithm by Lawrence for convex polytope computation is adapted to generate random tuples on simple polytopes. In our method an affine hyperplane is swept through the given polytope until a random fraction (sampled from a proper univariate distribution) of the volume of the polytope is covered. Then the intersection of the plane with the polytope is a simple polytope with smaller dimension. In the second part we apply this method to construct a black-box algorithm for log-concave and T-concave multivariate distributions by means of transformed density rejection.

Publikationsreihe

ReihePreprint Series / Department of Applied Statistics and Data Processing
Nummer18

WU Working Papers und Cases

  • Preprint Series / Department of Applied Statistics and Data Processing

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