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Convex Volume Approximation

Numerical Algorithm

In the analysis of algorithms, convex volume approximation concerns the computation of the volume of high-dimensional convex bodies, a problem that also models several problems in combinatorial enumeration. Because listing a convex body's vertices or faces explicitly is impractical in high dimensions, researchers typically work in a black-box model where a subroutine merely tests whether a given point lies inside or outside the body; in this model no deterministic algorithm can achieve an accurate approximation, and the problem remains sharp-P-hard even given explicit vertex or face data. Martin Dyer, Alan M. Frieze and Ravindran Kannan nonetheless developed a randomized polynomial-time approximation scheme for the problem, showing that randomization succeeds where deterministic computation cannot.

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Classification
Design Technique
Randomized 1
Design Technique
Heuristic or Approximation 1
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Source Wikipedia: Convex volume approximation

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1. Wikipedia: Convex volume approximation
  • Lead section
    In the analysis of algorithms, several authors have studied the computation of the volume of high-dimensional convex bodies, a problem that can also be used to model many other problems in combinatorial enumeration.
  • In Field: Algorithms and Complexity Theory, Lead paragraph
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